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1

Nilsson, Anna-Maria, and Malin Björk. "Interpretation and Grading in the Current Grading System." Thesis, Malmö högskola, Lärarutbildningen (LUT), 2007. http://urn.kb.se/resolve?urn=urn:nbn:se:mau:diva-29798.

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Detta examensarbete behandlar det mål- och kriterierelaterade betygssystemet som används i svenska skolor idag. Vi har valt att undersöka hur lärare uppfattar det nuvarande betygssystemet och vilka utmaningar de möter när de betygssätter i det engelska ämnet. Intresset för ämnet fördjupades under vår slutpraktik, och efter att ha haft diskussioner tog vi beslutet att djupare granska det nuvarande betygssystemet. Ett skäl för detta var att vi ville känna oss tryggare när vi väl lämnar lärarhögskolan. Eftersom det nuvarande betygssystemet är ett redskap för lärare att arbeta med debatteras detta dagligen i skolan. Även om lärarna ger intryck av att fortfarande ha problem med det nuvarande betygssystemet, visar resultaten att majoriteten av de intervjuade har förstått systemet. Det verkar som om svårigheterna snarare är hur man ska tolka de olika styrdokumenten eftersom målen och kriterierna ofta är väldigt öppna. En allmän åsikt hos lärarna är att de inte har några svårigheter med betygssättandet i sig i det nuvarande betygssystemet, men de efterfrågar dock fler betygssteg för att bättre kunna förklara var eleverna befinner sig på betygsskalan. Vi kom slutligen fram till att lärarna anser att systemet gynnar elever såväl som lärare. Dessutom är det även nödvändigt att ständigt diskutera det nuvarande betygssystemet så att man bättre förstår vad det innebär.
This dissertation deals with the goal- and criterion-referenced grading system in use in Swedish schools today. We have chosen to investigate how teachers perceive the current grading system and what challenges they are faced with when grading in the English subject. The interest for this topic was deepened during our final in-school-practices after which we discussed the issue with each other and came to the conclusion that the grading system would be useful to delve into in order to feel more secure when leaving the teacher training college. The current grading system is debated in schools on a daily basis since it is a tool for teachers to work with. Although the teachers give the impression of still having difficulties with the current grading system, the results show that the majority of the interviewees have grasped the system. It rather seems as if the difficulty is how to interpret different policy documents due to the fact that the goals and the criteria are of a general nature at times. A general opinion among most of the teachers is that they do not have difficulties with the grading itself in the current grading system. But they do, however, request further grading steps in order to be better able to explain where the students are on the grading scale. Moreover, we concluded that the teachers believe the system to benefit the students as well as themselves. Also, that it is necessary to continuously have discussions concerning the current grading system so as to better understand what it entails.
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Henry, Dawn Therese. "Standards-based Grading: The Effect of Common Grading Criteria on Academic Growth." Bowling Green State University / OhioLINK, 2018. http://rave.ohiolink.edu/etdc/view?acc_num=bgsu1522846892709392.

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3

Dauncey, William Monte. "Assessment of teachers' grading practises." Thesis, University of British Columbia, 1986. http://hdl.handle.net/2429/26391.

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Educators have been using the letter grade system of grading and reporting student achievement for several decades. Since its inception, teachers have derived letter grades from a variety of grading techniques. As a result, this approach to grading has often received criticism from those who question its reliability and usefulness. The purpose of this study was to determine if letter grades could be made more reliable by statistically balancing raw achievement scores prior to aggregation for reporting purposes. Many authors have written to attack letter grades while others have written to defend their use. Some have written to suggest alternatives to letter grades while still other writers have suggested methods of improving grading techniques. However, literature searches have shown that very little research has been done to assess teachers' grading practises and the grades they award students. This investigative study was designed to evaluate the grading methods used by 37 randomly selected elementary school teachers. Information on their methods of grading was collected in three ways: (a) by way of a questionnaire, (b) by having the subjects weight, total, and rank a hypothetical set of raw achievement scores, and (c) by having the subjects submit class records for one reporting period from two subject areas, mathematics and social studies. The raw scores for each class were statistically balanced and the teachers regraded their students based on the revised aggregate totals. In order to control for extraneous and subjective factors, the same grading criterion was used for both the original and the revised aggregate scores. The rankings of the original aggregate scores were compared to those derived from the balanced aggregate scores using the Spearman Rank Correlation Coefficient. The correlations were found to be significant for each record sheet, indicating that the null hypothesis should be rejected for each of the 56 classes studied. Analysis of the class record sheets and questionnaire responses also revealed: (a) that 46% of the 1,314 students involved in the study received a change in letter grade in spite of the significant rank correlation coefficients. This suggests that for many students, the assignment of letter grades was unreliable and based on factors other than total score rankings. (b) that only 5% of the respondents used methods that would apply the desired weighting factors to the raw scores. This suggests that many teachers used unreliable methods to weight assignment scores. (c) that none of the subjects in this study used reliable methods to compensate a student who has missed one or more assignments or tests. This suggests that students who were absent may have been unjustly rewarded or penalized when their aggregate scores were calculated. (d) that 76% of the respondents showed a desire to learn more about collating raw scores and assigning letter grades to aggregate scores. These results suggested that in-service instruction and pre-service training in particular aspects of grading and reporting would be justified for many members of the research sample. Areas of greatest need are those concerning the weighting of raw scores, the allocation of letter grades, and the calculation of compensation scores for students who have missed assignments.
Education, Faculty of
Educational and Counselling Psychology, and Special Education (ECPS), Department of
Graduate
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4

Lycken, Anders. "Appearance grading of sawn timber /." Luleå : Luleå tekniska universitet/LTU Skellefteå/Träteknologi, 2006. http://epubl.ltu.se/1402-1544/2006/10/.

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5

Horton, Sandra L. "Interventions to improve grading proficiency." Thesis, Indiana Wesleyan University, 2016. http://pqdtopen.proquest.com/#viewpdf?dispub=3742933.

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Declining scholarly writing abilities are well-documented among college students and are of particular concern in schools of nursing whose graduates are groomed to become leaders in the nation’s healthcare system. Reasons for students’ poor writing are multifactorial; however, faculty’s inability to correctly identify errors and wide variability in grading practices have been identified as major components. A doctoral translating evidence into nursing practice project was designed to study the effectiveness of a faculty-focused writing course on (1) improving identification of errors, (2) reducing inaccurate feedback, and (3) reducing grading variability. This descriptive, crosssectional, interventional study was implemented at a private liberal arts university in the Midwest. Results were measured by having participants grade the same fictitious student paper containing 41 grammatical, punctuation, capitalization, and APA formatting errors pre and post the interventional course. Sixty-seven participants completed the four-week online writing course, and 43 participants completed the study with fully evaluable data. The writing course significantly increased the number of errors identified and decreased the number of inaccurate comments on the fictitious paper; however, overall grading variability remained unchanged. The study identified characteristics of faculty most proficient in grading practices and ways to potentially improve faculty writing and grading abilities. The creation of a guide to assist students in writing and faculty with grading APA formatted papers was an incidental outcome of the study.

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6

Moeller, Mary. "Factors That Influence Peer Grading." Ashland University Honors Theses / OhioLINK, 2015. http://rave.ohiolink.edu/etdc/view?acc_num=auhonors1430752119.

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7

Gilles, Frédéric. "Grading morphometrique des tumeurs phyllodes." Lille 2, 1990. http://www.theses.fr/1990LIL2M215.

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8

Chung, Sung-Kuang. "SOGA Secure Online Grading Assistant /." [Florida] : State University System of Florida, 2000. http://etd.fcla.edu/etd/uf/2000/ane5877/soga%5Ffinal%5Fsubmission.pdf.

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Thesis (M.S.)--University of Florida, 2000.
Title from first page of PDF file. Document formatted into pages; contains vii, 53 p.; also includes graphics. Vita. Includes bibliographical references (p. 52).
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Dwyer, Edward J. "Encouraging Writing Through Flexible Grading." Digital Commons @ East Tennessee State University, 1990. https://dc.etsu.edu/etsu-works/3329.

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10

Ye, Xiaojin. "Grading criteria of college algebra teachers." Thesis, Kansas State University, 2011. http://hdl.handle.net/2097/11998.

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Master of Science
Department of Mathematics
Andrew G. Bennett
The purpose of my research is to identify what features of a graph are important for college teachers with the intention of eventually developing a system by which a machine can recognize those features. In particular, I identify the features that college algebra teachers look at when grading graphs of lines and how much disagreement there is in the relative importance graders assign to each feature. In the process, eleven students from college algebra classes were interviewed and asked to graph six linear functions of varying difficulty. Eleven experienced college algebra graders were asked to grade the selected graphs, and interviewed to clarify what features of the graphs were important to them in grading. Altogether, a general grading rule appears to be: slope is worth 4 points, y-intercept is worth 4 points, labeling of intercepts, points and graph is worth 1 point. After that, add 1 point if everything is correct. All graders considered slope and y-intercept to be very important. Only some of them considered labeling to be important. Anything else was a matter of a single point adjustment. Furthermore, the graders judged slope and intercept from two points(the y-intercept and the first point to the right). Returning to the students’ work, I saw that the students also placed extra importance on points to the right of the y-axis. I conclude that this grading style may have a role in students’ learning to think only about two points in a line (but nothing else), and that replicating human grading may not be the best use of machine grading.
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Luwes, Nicolaas Johannes. "Artificial intelligence machine vision grading system." Thesis, Bloemfontein : Central University of Technology, Free State, 2014. http://hdl.handle.net/11462/35.

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Venkatamuniyappa, Vijay Kumar. "Towards automatic grading of SQL queries." Kansas State University, 2018. http://hdl.handle.net/2097/38819.

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Master of Science
Department of Computer Science
Doina Caragea
An Introduction to Databases course involves learning the concepts of data storage, manipulation, and retrieval. Relational databases provide an ideal learning path for understanding database concepts. The Structured Query Language (SQL) is a standard language for interacting with relational database. Each database vendor implements a variation of the SQL standard. Furthermore, a particular question that asks for some data can be written in many ways, using somewhat similar or structurally different SQL queries. Evaluation of SQL queries for correctness involves the verification of the SQL syntax and semantics, as well as verification of the output of queries and the usage of correct clauses. An evaluation tool should be independent of the specific database queried, and of the nature of the queries, and should allow multiple ways of providing input and retrieving the output. In this report, we have developed an evaluation tool for SQL queries, which checks for correctness of MySQL and PostgreSQL queries with the help of a parser that can identify SQL clauses. The tool developed will act as a portal for students to test and improve their queries, and finally to submit the queries for grading. The tool minimizes the manual effort required while grading, by taking advantage of the SQL parser to check queries for correctness, provide feedback, and allow submission.
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Su, Qinghua. "Potato Shape Grading Using Depth Imaging." Kyoto University, 2018. http://hdl.handle.net/2433/232491.

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Kyoto University (京都大学)
0048
新制・課程博士
博士(農学)
甲第21278号
農博第2294号
新制||農||1062(附属図書館)
学位論文||H30||N5142(農学部図書室)
京都大学大学院農学研究科地域環境科学専攻
(主査)教授 近藤 直, 教授 清水 浩, 教授 飯田 訓久
学位規則第4条第1項該当
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14

Peterson, Rachael C. "Objective methods for anterior ocular grading." Thesis, Aston University, 2006. http://publications.aston.ac.uk/14566/.

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This thesis set out to develop an objective analysis programme that correlates with subjective grades but has improved sensitivity and reliability in its measures so that the possibility of early detection and reliable monitoring of changes in anterior ocular surfaces (bulbar hyperaemia, palpebral redness, palpebral roughness and corneal straining) could be increased. The sensitivity of the program was 20x greater than subjective grading by optometrists. The reliability was found to be optimal (r=1.0) with subjective grading up to 144x more variable (r=0.08). Objective measures were used to create formulae for an overall ‘objective-grade’ (per surface) equivalent to those displayed by the CCLRU or Efron scales. The correlation between the formulated objective verses subjective grades was high, with adjusted r2 up to 0.96. Determination of baseline levels of objective grade were investigated over four age groups (5-85years n= 120) so that in practice a comparison against the ‘normal limits’ could be made. Differences for bulbar hyperaemia were found between the age groups (p<0.001), and also for palpebral redness and roughness (p<0.001). The objective formulae were then applied to the investigation of diurnal variation in order to account for any change that may affect the baseline. Increases in bulbar hyperaemia and palpebral redness were found between examinations in the morning and evening. Correlation factors were recommended. The program was then applied to clinical situations in the form of a contact lens trial and an investigation into iritis and keratoconus where it successfully recognised various surface changes. This programme could become a valuable tool, greatly improving the chances of early detection of anterior ocular abnormalities, and facilitating reliable monitoring of disease progression in clinical as well as research environments.
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Wood, Alicia Crowder. "Creating and Automatically Grading Annotated Questions." BYU ScholarsArchive, 2016. https://scholarsarchive.byu.edu/etd/6099.

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We have created a question type that allows teachers to easily create questions, helps provide an intuitive user experience for students to take questions, and reduces the time it currently takes teachers to grade and provide feedback to students. This question type, or an "annotated" question, will allow teachers to test students' knowledge in a particular subject area by having students "annotate" or mark text and video sources to answer questions. Through user testing we determined that overall the interface and the implemented system decrease the time it would take a teacher to grade annotated quiz questions. However, there are some limitations based on the way students answered text annotated questions that would require a rewrite of the user interface and system design to decrease the grading time even more for teachers.
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Staab, Steffen. "Grading knowledge extracting degree information from texts /." Berlin ; Heidelberg : Springer, 2000. http://deposit.ddb.de/cgi-bin/dokserv?idn=965576841.

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Edlund, Jacob. "Methods for automatic grading of saw logs /." Uppsala : Swedish University of Agricultural Sciences, 2004. http://diss-epsilon.slu.se/archive/00000720/.

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Thesis (doctoral)--Swedish University of Agricultural Sciences, 2004.
Thesis documentation sheet inserted. Appendix reprints four papers and manuscripts, three co-authored with others. Includes bibliographical references. Also issued electronically via World Wide Web in PDF format; online version lacks appendix.
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Behrend, Jennifer Lyn. "Teacher-stress and present day grading practices." Menomonie, WI : University of Wisconsin--Stout, 2007. http://www.uwstout.edu/lib/thesis/2007/2007behrendj.pdf.

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Robotham, Anne. "The grading of health visitor fieldwork practice." Thesis, University of Wolverhampton, 2001. http://ethos.bl.uk/OrderDetails.do?uin=uk.bl.ethos.366149.

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Sirajuddin, M. "Some aspects of up-grading iron ores." Thesis, Teesside University, 1986. http://ethos.bl.uk/OrderDetails.do?uin=uk.bl.ethos.371861.

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21

Corzine, Elizabeth. "Standards-based grading| Effects on classroom instruction." Thesis, McKendree University, 2017. http://pqdtopen.proquest.com/#viewpdf?dispub=10190457.

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The purpose of this study was to determine if the implementation of a standards-based grading system has an effect on classroom instruction. In particular, how does the implementation of a standards-based grading system impact the teaching methods, curriculum, differentiation, and formative assessments being used in classrooms? The researcher identified five schools in the Southern Illinois area that have adopted the standards-based grading system and chose eleven teachers to participate in this study through purposeful convenience sampling. This study used a phenomenological qualitative approach. There were two methods used in order to collect data including face to face interviews and document analysis. The findings of this study are significant to any district who is considering changing their grading system from a traditional grading system to a standards-based grading system. Through six major themes that emerged, this study shows that by switching to a standards-based grading system multiple parts of the classroom are impacted including the teaching methods, content, differentiation, and formative assessments. The six major themes included: teaching methods have been modified to better adjust to the standards-based grading system and include a larger variety of approaches, teaching methods are more of a response to student need than a pre-planned approach to teaching, the curriculum and content being taught in the classroom have better alignment to the standards, teachers have a greater awareness of both the curriculum and standards that are being taught at their grade level, as well as at other grade level, teachers have a better understanding of the individual needs of students and have used differentiation to meet these unique needs, and the use of formative assessments have increased in order to adjust for more fluid groupings being used in the classroom.

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Dragulinescu, Stefan. "Grading the quality of evidence of mechanisms." Thesis, University of Kent, 2018. https://kar.kent.ac.uk/68526/.

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Denhalter, Darryl Bond. "Holistic Approaches to State School Grading Systems." BYU ScholarsArchive, 2020. https://scholarsarchive.byu.edu/etd/8642.

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The United States education system has experienced an evolution of school accountability systems that has led to changes and variation in state school grading systems. This study shows that the Every Student Succeeds Act (ESSA) of 2015, a recent reauthorization of the Elementary and Secondary Education Act (ESEA) of 1965, provides greater autonomy to individual states in evaluating and reporting school accountability than in preceding years and provides opportunities for states to implement a more holistic or well-rounded approach to school grading. ESSA policy and this study encourages states to choose to evaluate schools more holistically by implementing a wider and more balanced range of indicators that are used to formulate publicly reported school grades. Many issues and historical events, both in the nation and in Utah, are shared to show their influence on the evolution of school accountability. The relevant components of ESSA are explored. An historical overview of school accountability, standardized testing, school grading, and public educational reporting in the state of Utah is included. Scholarly perspectives about school accountability and reporting systems are also presented. This descriptive study incorporates archival research through a review of grades K-8 school grading systems. The school report card systems and indicators are collected and compared from two sequential time periods: first, the time period after NCLB and before ESSA plans were approved is referred, and second, the current time period, based off of data from currently implemented state ESSA plans. Data from all 50 states and Washington D.C. are analyzed and contrasted with Utah's data. Special focus is placed on the indicators that are not dictated by the federal government but those which are chosen by the state that promote a more holistic measure of accountability. The results from this study show that while a more holistic approach to school grading across the states has resulted from ESSA implementation, Utah's ESSA plan and school grading system, along with the other 49 states and Washington D.C., do not currently reflect an adequate holistic measure of school accountability. State Legislators and State School Board Members will find this study to be enlightening as they create more holistic school grading systems.
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Moyer, Adam C. "Systems Engineering Approach to Improving Online Grading." Ohio University / OhioLINK, 2012. http://rave.ohiolink.edu/etdc/view?acc_num=ohiou1337954885.

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López, García Fernando. "Real-time surface grading of ceramic tiles." Doctoral thesis, Universitat Politècnica de València, 2008. http://hdl.handle.net/10251/1909.

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This thesis presents a case of study of the development and performance analysis of a surface grading application with real-time compliance. We address the issue of spatial and temporal uniformity in the acquisition system. In a surface grading application it is crucial to ensure the uniform response of the system through time and space. All the results presented for surface grading were obtained using real data from the ceramic tile industry. The VxC TSG database is public and can be accessed at www.disca.upv.es/vision/vxctsg. We present a method based on soft colour-texture descriptors computed in perceptually uniform colour spaces. The method is parameterized and the involved factors are studied using two statistical procedures; experimental design and logistic regression. Although it is not a new theoretical contribution, we have found and demonstrate that a simple set of global colour and texture statistics, together with well-known classifiers, are powerful enough to meet stringent factory requirements for real-time and performance. Also the method is compared with two other approaches from the scientific literature; Colour Histograms and Centile-LBP. Finally, we explore the method's capacity for on-line inspection in a study of real-time compliance and parallelization.
López García, F. (2005). Real-time surface grading of ceramic tiles [Tesis doctoral no publicada]. Universitat Politècnica de València. https://doi.org/10.4995/Thesis/10251/1909
Palancia
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Berg, Thomas. "Medical treatment and grading of Bell's palsy." Doctoral thesis, Uppsala : Acta Universitatis Upsaliensis : Univ.-bibl. [distributör], 2009. http://urn.kb.se/resolve?urn=urn:nbn:se:uu:diva-100947.

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Smith, Leanna Marie. "Fast Corn Grading System Verification and Modification." OpenSIUC, 2012. https://opensiuc.lib.siu.edu/theses/795.

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A fast corn grading system can replace the traditional method in unofficial corn grading locations. The initial design of the system proved that it can classify corn kernels with a high success rate. This study tested the robustness of the system against samples from different locations with different moisture contents. The experimental results were compared with the official grading results for 3 out of the 6 samples. This study also tested the limitations of the segmentation algorithm. The results showed that 60 to 70 kernels in a 100 cm2 could be correctly segmented in a relatively short running time. Classification accuracy would improve with modifications to the system, including increased training samples of damaged kernels, uniform illumination, color calibration, and improved weight approximation of the kernels.
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Lindeborg, Christian. "Improved Programming Assignment Assessment with Grading Rubrics." Thesis, KTH, Skolan för elektroteknik och datavetenskap (EECS), 2019. http://urn.kb.se/resolve?urn=urn:nbn:se:kth:diva-254978.

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Oral assessment of lab assignments is a strong tradition in computer science courses at KTH and many other universities. The task of correctly assessing the students’ work tends to fall upon a teaching assistant (TA) who needs to be able to tell whether or not they actually understand the concepts covered by the lab. Previous research indicates that there is a large degree of uncertainty among TAs when performing this assessment, which can lead to unfair grades and uncomfortable situations for both TAs and students. This thesis presents an attempt to improve the situation through the creation of grading rubrics tailor made for three individual labs in computer science courses at KTH to be used during oral assessment. The grading rubrics created were preferred by the majority of TAs who partook in the study and seemed, as seen from their perspective, to improve fairness in assessment.
Muntliga redovisningar av laborationer i programmering och datalogi är en stark tradition på KTH och många andra universitet, där det faller på en labbassistent att bedöma studenternas arbete och avgöra om de har förstått de koncept som laborationen ämnar förmedla. Tidigare forskning har visat att assistenterna ofta är osäkra på hur de ska göra sina bedömningar vilket kan leda till orättvisa betyg och besvärliga situationer för både assistenter och studenter. Denna rapport förmedlar försöket att skapa bedömningsmallar skräddarsydda för tre laborationer i programmering och datalogi på KTH för att användas vid själva redovisningen. Bedömningsmallarna föredrogs av majoriteten av de tillfrågade labbassistenterna och ansågs av dem göra redovisningarna mer rättvisa.
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Fazal, Anhar. "A robust methodology for automated essay grading." Thesis, Curtin University, 2013. http://hdl.handle.net/20.500.11937/1377.

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None of the available automated essay grading systems can be used to grade essays according to the National Assessment Program – Literacy and Numeracy (NAPLAN) analytic scoring rubric used in Australia. This thesis is a humble effort to address this limitation. The objective of this thesis is to develop a robust methodology for automatically grading essays based on the NAPLAN rubric by using heuristics and rules based on English language and neural network modelling.
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Hatton, Ethan Andrew. "Scaled and Sustained Implementation of a Standards-based Grading System at the Secondary Level." Miami University / OhioLINK, 2018. http://rave.ohiolink.edu/etdc/view?acc_num=miami153235341113402.

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Misimi, Ekrem. "Computer vision for quality grading in fish processing." Doctoral thesis, Norwegian University of Science and Technology, Department of Engineering Cybernetics, 2007. http://urn.kb.se/resolve?urn=urn:nbn:no:ntnu:diva-1957.

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High labour costs, due to the existing technology that still involves a high degree of manually based processing, incur overall high production costs in the fish processing industry. Therefore, a higher degree of automation of processing lines is often desirable, and this strategy has been adopted by the Norwegian fish processing industry to cut-down production costs. In fish processing, despite a slower uptake than in other domains of industry, the use of computer vision as a strategy for automation is beginning to gain the necessary maturity for online grading and evaluation of various attributes related to fish quality. This can enable lower production costs and simultaneously increase quality through more consistent and non-destructive evaluation of the fish products.

This thesis investigates the possibility for automation of fish processing operations by the application of computer vision. The thesis summarises research conducted towards the development of computer vision-based methods for evaluation of various attributes related to whole fish and flesh quality. A brief summary of the main findings is presented here.

By application of computer vision, a method for the inspection of the presence of residual blood in the body cavity of whole Atlantic salmon was developed to determine the adequacy of washing. Inadequate washing of fish after bleeding is quite common in commercial processing plants. By segmenting the body cavity and performing a colour analysis, it was shown that the degree of bleeding correlated well with colour parameters, resulting in correct classification of the fish with residual blood. The developed computer vision-based classifier showed a good agreement with the manual classification of the fish that needed re-washing. The proposed method has potential to automate this type of inspection in fish processing lines.

In addition, a computer vision-based classifier for quality grading of whole Atlantic salmon in different grading classes, as specified by the industrial standard, was developed. In the proposed solution, after segmentation of the salmon from the image scene, with the use of the computer vision techniques, it was possible to extract non-redundant geometrical features describing the size and shape of fish. Based on these features, a classifier was developed for classification of fish into respective grading classes. The average correct rate of classification was in good agreement with the manual labelling, and the method has a potential for grading of Atlantic salmon in fish processing lines.

Regarding fillet grading, a computer vision-based sorting method for Atlantic salmon fillets according to their colour score was developed. The method and classifier/matching algorithm was based on the present industrial standard NS 9402 for evaluation of fillets by colour according to Roche Cards. As a result, fillets or parts of fillets, could be classified into different colour grades. This is important for the industry since different markets tend to have different preferences for fillet colour. This classification method is suitable for online industrial purposes. In addition, the method gives colour evaluation of fresh and smoked fillets in the CIELab space, similar to the L, a, and b values generated by a Minolta Chromameter, for different parts of fillets as well as for the entire fillet. The advantage of the computer vision-based method derives from the flexibility in the choice of the size of the region of interest of the fillet for colour measurement, as opposed to the Chromameter, where the Minolta generated values are obtained by interrogating a very small area of the fillet (8 mm). The method can also be used for detection of colour non-uniformities (discoloration) in both fresh and smoked fillets.

A method for computer vision-based measurements and monitoring of transient 2D and 3D changes in the size and shape of fillets during the rigor process and ice storage was developed. The method successfully measured the size (length, width, area) and shape (roundness) of Atlantic salmon and cod fillets, and monitored changes to these during ice storage with high precision. This was demonstrated by comparison of the exhausted and anesthetized fillets. By laser scanning of the fillet, it was possible to obtain size changes in the height (mm) and area of the fillet in cross-section. The method can be used not only for size and shape analysis of fillets but also for other fish products, both in on-line, as well as off-line conditions as a tool for monitoring 2D/3D size and shape changes. The method can also be used for determination of fillet yield measured in thickness, which is an important parameter for the industry. Together with the colour grading ability, this method can also be used for full feature evaluation and classification of any fish or food product from a single image (colour, size and shape in 2D/3D).

If filleting of fish is done pre-rigor, care should be exercised during colour grading since transient colour changes occur in the post-mortem period. As these changes are more pronounced than those that occur during ice storage, incorrect colour grading can occur. The computer vision method developed for evaluation of colour changes in fillets during rigor, ice storage, and due to effects of perimortem handling stress was considered as the most suitable method for industrial purposes when compared to both the Minolta Chromamater and sensory analysis by a panel.

A computer vision-based method for evaluation of fresh and smoked fillets with respect to bleeding was developed. This form of evaluation is important for the industry as residual blood in fillets may lead to reduced visual acceptance of the product. The method was considered suitable for the purpose of this type of evaluation.

The developed computer vision methods have potential for automation of the mentioned grading operations in the commercial fish processing lines. Application of the proposed solutions would lower the production costs, while simultaneously increasing the quality of the products through a more consistent and non-destructive evaluation of these products.

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32

Stewart, Barbara. "Grading the General Chemistry Laboratory: A Constructivist Approach." Fogler Library, University of Maine, 2001. http://www.library.umaine.edu/theses/pdf/StewartB2001.pdf.

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Husby, Kjell Runar. "Development of a Grading Machine for Sea Urchins." Thesis, Norges teknisk-naturvitenskapelige universitet, Institutt for produktutvikling og materialer, 2013. http://urn.kb.se/resolve?urn=urn:nbn:no:ntnu:diva-22711.

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A preliminary study, conducted the fall of 2012, formed the basis for this master thesis. The thesis is issued by NTNU, and it is a part of a project in which Searis AS, Troms Kråkebolle and Norway Sea Urchins are participants. Searis AS is a start-up company, in which the student is a participant. Troms Kråkebolle and Norway Sea Urchins perform aquaculture farming, and wild catch, of sea urchins, respectively.The project was initated because of the need to automate the manual grading of sea urchins. The grading process is time consuming and increase cost for the customer. The grading involves sorting the sea urchins by their shell diameter, and removing foreign objects like stones.An iterative product development process formed the foundation for the results in this thesis. The process consited of; analysing user and customer needs and requirements, problem decomposition, development of solutions, ranking and rating, breakdown of principal solutions, tests, discussion and choice of concepts. Input for the designprocess was based on discussion with pilot customers; Troms Kråkebolle and Norway Sea Urchin, creative sessions with Searis AS, search for competitive products, computer simulations, and lab experiments.A complete system for the grading of sea urchins is proposed at principal level, and design for the for critical components of an automated grading machine is presented.The result of the thesis is a CAD?modell of a prototype of a grading machine. The CAD-modell consists of dimensions, materials, components, and assembly, and is a sketch on how a the prototype can be constructed.Experiments and simulations have strengthened the confidence in the solutions. And it is concluded that the design proposed in this thesis will be able to cover the needs for the customers.There is still parts that needs development before a complete prototype can be constructed.
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34

Terman, Stacey (Stacey E. ). "GroverCode : code canonicalization and clustering applied to grading." Thesis, Massachusetts Institute of Technology, 2016. http://hdl.handle.net/1721.1/106381.

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Thesis: M. Eng., Massachusetts Institute of Technology, Department of Electrical Engineering and Computer Science, 2016.
This electronic version was submitted by the student author. The certified thesis is available in the Institute Archives and Special Collections.
Cataloged from student-submitted PDF version of thesis.
Includes bibliographical references (page 51).
Teachers of MOOCs need to analyze large quantities of student submissions. There are a few systems designed to provide feedback at scale. Adapting these systems for residential courses would provide a substantial benefit for instructors, as a large residential course might still have several hundred students. OverCode, one such system, clusters and canonicalizes student submissions that have been marked correct by an autograder. We present GroverCode, an expanded version of OverCode that canonicalizes incorrect student submissions as well, and includes interface features for assigning grades to submissions. GroverCode was deployed in 6.0001, an introductory Python programming course, to assist teaching staff in grading exams. Overall reactions to the system were very positive.
by Stacey Terman.
M. Eng.
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35

Tarof, Lawrence E. (Lawrence Edward) Carleton University Dissertation Engineering Electrical. "Separate absorption, grading, charge and multiplication avalanche photodiodes." Ottawa, 1993.

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36

Eaton, Gilbert A. "Machine vision approach to identifying and grading Strawberries." Thesis, Griffith University, 2020. http://hdl.handle.net/10072/393978.

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Machine vision systems for quality inspection of processing and production lines are associated with increases in productivity, cost savings, and quality control consistency, having become common place in many industries including agriculture. However, automated strawberry quality control has historically been a challenge due to the delicate nature of the fruit’s flesh, making it more prone to damage, bruising, discolouration, and softening than other fruits and vegetables. Previous efforts have been made to grade strawberries using conveyor systems and cameras, generating good or excellent results. However, these methods do not consider the speed at which berries are packed, or the amount of damage-inducing handling required in order to place the fruit on a process line (automated or not), making these systems unsuitable for real-time production. This thesis outlines the research, design, experimentation, and development of an Strawberry Quality Assurance (SQA) vision system which is capable of grading full punnets of strawberries after they have been packed. Fruit is picked from the field, and packaged into containers, before the additional step of being loaded into the quality control vision system and finally, a heat-seal machine which seals the punnets with tamper-proof plastic film. Using this method, the packing workers do not need to slow down, or perform any new tasks, rather the flow of filled punnets is simply diverted to the additional production line. The cameras acquire four images at a rate of up to two per second in order to capture each punnet from above and below (through the transparent plastic) in visible and infrared wavelengths. Visible (RGB) images are used to assess the berry’s colour (ripeness), and visible foreign object likelihood, whilst the infrared images are used for bruise detection. Once the images have been analysed, the system uses an orthogonally directed pneumatic burst of air to eject the defected punnets from the line so that they can be repackaged and reassessed. The initial version of the system used algorithms involving image processing and colour analysis in order to perform under and over ripe detection with good results of 94.7% and 90.6%, respectively, for the multiple instance category. After redesign and upgrade to strobing LEDs and open-source software, machine learning experiments showed that the SVM and unique neural networks underperformed with the best training accuracy results of 84.11% and 76.30%, respectively. Improved performance was found using Resnet-50 pre-trained network in order to extract a feature vector for each image, which is then evaluated by each of the binary classification models. Area Under ROC (AUROC) curves are greater than 80% for both under ripe and foreign object models, whilst the over ripe class score is lower at 58%. The system has entered it’s fifth season as production-ready having already imaged and assessed 290,888 punnets of which 50,270 were rejected, resulting in 17.28% failure rate in total, helping to ensure the consistent quality assurance of production. The successful implementation of the SQA project provides a platform for continuing work including improving performance of the current classifiers, and investigating the potential of improved region-based bounding box method in order to improve visibility for both operator and developer. Data collection and labelling/annotation are performed regularly in order to re-train networks generating improved results, and to reduce inter-seasonal or inter-cultivar concept shift in the models.
Thesis (PhD Doctorate)
Doctor of Philosophy (PhD)
School of Eng & Built Env
Science, Environment, Engineering and Technology
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37

Kinder, Rose Marie. "Grading students' writing in college English: A history." Diss., The University of Arizona, 1990. http://hdl.handle.net/10150/185202.

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Since the classical era of education, the evaluation of written compositions has been an important responsibility of teachers, and written compositions have had some bearing on the ranking of students within both class and institution. In the late nineteenth century, composition-teaching and the ranking of students' work merged in the freshman composition courses in this country. The merger has obscured the controversies attending composition-teaching and ranking, and has contributed to a continuing emphasis on the surface details of writing. Teachers' attitudes about ranking, overlooked by most researchers, reveal a common tendency to emphasize concern for the students' attitude about writing and concern for the student-teacher relationship, above any need or desire to rank. Together their recommendations create consistent criteria that teachers may follow and suggest that ranking does not belong in the freshman composition classroom.
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Dwyer, Edward J. "A Way to Ensure Fairness in Grading Essays." Digital Commons @ East Tennessee State University, 1990. https://dc.etsu.edu/etsu-works/3307.

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Wendel, Charlotta. "Multivariate modeling improves quality grading of sawn timber." Thesis, Umeå universitet, Institutionen för fysik, 2019. http://urn.kb.se/resolve?urn=urn:nbn:se:umu:diva-160765.

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The quality grades are what determines the value of sawn timber. Therefore the grading process is essential for the profitability of a sawmill. At a modern sawmill in northern Sweden, a CT Log Computed Tomography is used in the saw line to optimize the cutting solutions by virtual 3D reconstruction of the log features. By adjusting the position of the log according to the optimal solution before cutting, the aim is to increase the quality and final resale value of the sawn timber. However, measurement errors in the virtual and final grading systems cause inconsistencies that decrease the agreement in grading. The grading process uses a rule-based system based on the Nordic Timber Grading Rules, which depends strongly on the size and shape of knots. If knots are measured incorrectly they could falsely exceed the allowed value for a certain quality, resulting in an inaccurate quality grade. The results from this initial project, show that using multivariate modeling instead of the traditional rule-based grading system improves the agreement between the virtual and final grading. The accuracy in grading increases with up to 19%, resulting in an agreement of 73%. A better agreement between the two systems would allow the process to take advantage of the full potential of the CT, increasing the profitability of the sawmill. The results are promising, but before implementing the method in the sawmill further testing and development have to be done to ensure optimal improvement.
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Ingale, Sanchit Sanjay. "Development of CAD Platform Independent Software for Automatic Grading of Technical Drawings." Thesis, Virginia Tech, 2017. http://hdl.handle.net/10919/78910.

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Spatial visualization is the ability of an individual to visualize an object mentally and understand its spatial orientation. It plays an important role in engineering. There have been multiple works that show that spatial visualization skills can be improved with the right training. Creating technical drawings requires mental manipulation and visual thinking. Strong spatial visualization abilities are required for such a mental process. To train students in this process and to improve their spatial skills, Professor Diana Bairaktarova conducted a class in spatial visualization for freshmen in engineering at Virginia Polytechnic Institute and State University. The class consisted of 169 students from different engineering disciplines. One of the major pedagogical techniques used in the class was to give students three assignments on drawing sectional views of mechanical objects with a pre-defined cutting plane. All three assignments had the same six mechanical objects to assess their improvement through the class. Students were not given feedback after completion of each assignment. They were asked to do the first assignment at the beginning of the course, the second assignment during the middle of the semester and the final assignment towards the end of the semester. The students were given instructions on how to draw the 2D sectional views. The assignments were then graded by the teaching assistants for the class and the improvement of the students through the semester was recorded. Assignments were graded manually by two different raters using a pre-defined grading rubric. An inter-rater reliability was established between the graders. There were drawbacks to this process. It was extremely time consuming since there were more than 500 assignments to be graded by the teaching assistants. Also, to establish inter-rater reliability, the assignments had to be graded twice. The process would have been more efficient if there was a software that could automate the grading process. Also, this would eliminate the need to establish an inter-rater reliability. This research aims at developing a software for automatic grading of the technical drawings. The software gives students' feedback on the drawings describing their mistakes. This would give a more complete learning experience as the students would get a better understanding of the internal details of the object with the help of the feedback they are getting. In addition, the software is independent of the CAD platform used to create the drawings. The instructor can also upload a batch of images that can be processed by the software at once. The grading rubric that was used for manual grading can be implemented in the software. The software uses Image processing and Computer Vision toolboxes in MATLAB which enables the comparison between the submitted technical drawing and the source (solution) drawing. The software is currently developed for simple geometries with less complicated features as it is being employed in a course where students are new to CAD environment. Students can also use this software as an interactive learning tool as they create 3D models and sectional views of mechanical objects. The proposed software reduces the amount of effort put in by faculty on grading the assignments. It also gives students feedback on the drawings, making it an interactive tool which improves the learning experience. This software can be a powerful pedagogical tool to improve spatial visualization skills.
Master of Science
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Cederqvist, My. "Aspects of grading and assessing English as a foreign language : A qualitative study of teachers' experiences of the Swedish grading system." Thesis, Linnéuniversitetet, Institutionen för språk (SPR), 2016. http://urn.kb.se/resolve?urn=urn:nbn:se:lnu:diva-58832.

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42

Grimes, Tameshia V. "Interpreting the meaning of grades: A descriptive analysis of middle school teachers' assessment and grading practices." VCU Scholars Compass, 2010. http://scholarscompass.vcu.edu/etd/2076.

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This descriptive, non-experimental, quantitative study was designed to answer the broad question, “What do grades mean?” Core academic subject middle school teachers from one large, suburban school district in Virginia were administered an electronic survey that asked them to report on aspects of their grading practices and assessment methods for one class taught during the 2008-2009 school year. The survey addressed the following topics: 1) primary purposes for grades, 2) attitudes toward grading, 3) assessment method, and 4) grading practices. Additionally, the study examined the relationship between teachers’ reported assessment and grading methods and student achievement. Overall results and results disaggregated by subject area, grade level, and student ability level suggest that teachers are consistent in what they consider the primary purposes for grades. The vast majority indicated that grades should communicate student levels of mastery of content and skills. However, sizable percentages of teachers reported that they also considered non-academic indicators such as effort, attendance, and paying attention in class when determining student grades, suggesting a lack of alignment between their reported beliefs and practice. The study examined the extent to which teachers’ reported grading and assessment practices were consistent with those recommended in the literature on measurement and assessment. The study findings are consistent with those of findings from previous studies suggesting that teachers engage in “hodgepodge grading,” a practice which incorporates non-academic factors into student grades. The results also show that teachers use a variety of assessment methods and types of questions when measuring student achievement. The results indicate that projects, student exhibits, essays, inclusion of zeros, and extra credit were associated with higher levels of student achievement. Conversely, norm-referencing, classwork, participation, and matching were negatively correlated with student grades and test scores.
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Oldenborg, Mattias. "A comparison between techniques for color grading in games." Thesis, University of Skövde, School of Humanities and Informatics, 2006. http://urn.kb.se/resolve?urn=urn:nbn:se:his:diva-1033.

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Color has been significant in visual arts for as long as the art-forms have existed. Still images and movies have long used colors and color grading effects to affect the viewer and characterize the work. In recent years attempts have been made to bring these techniques of stylizing also to interactive games. This dissertation aims to compare two different approaches of performing real-time color grading for games. Focus is put on examining the two ways from a number of different perspectives and from there draw conclusions on advantages and disadvantages of the approaches. The results show no unanimously superior approach but rather aim to break down the results in categories and attempt to explain the benefits and drawbacks in using either one of them, aiding the decision for anyone inclined to implement color grading effects in games.

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Saeden, Ståhl Gustav. "Grading of the affine line and its Quot scheme." Thesis, KTH, Matematik (Inst.), 2011. http://urn.kb.se/resolve?urn=urn:nbn:se:kth:diva-102882.

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For a field kand a grading of the polynomial ringk[t]with Hilbert functionh, weconsider the Quot functor QuothV , where V = ? di =1k[t]is a finitely generated and free k[t]-module. The Quot functor parametrizes, for any k-algebra B, homogeneous B [t]-submodulesN⊆B⊗kVsuch that the graded components of the quotient( B⊗kV)/Nare locally freeB-modules of rank given byh. We find that it is locallyrepresentable by a polynomial ring over kin a finite number of variables. Finally, weshow that there is a scheme that represents the Quot functor that is both smooth and irreducible.
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45

Boukouvalas, Constantinos R. "Colour shade grading and its applications to visual inspection." Thesis, University of Surrey, 1996. http://epubs.surrey.ac.uk/843494/.

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This thesis is concerned with the problem of colour shade grading for Industrial Inspection and attempts to find accurate and robust solutions to this problem. The application we are interested in, is the automation of the ceramic tiles manufacturing process so as to replace the human inspectors responsible for the quality control of the product. Therefore our aim is to perform the colour grading in a way which is consistent with what the human experts and subsequently the clients would perceive. First an overview of colour vision, colour measurement and colour constancy is given. Then a method that tackles the problem of colour grading of uniform and patterned surfaces is proposed. This method is the first step towards colour grading since it involves various corrections of the data, so as to provide the necessary precision for any further attempt. The problem of colour grading of random textures is then addressed. A method based on the comparison between colour histograms is proposed, and various statistical aspects involved in the comparison of distributions such as the colour histograms are discussed. Since the real-time implementation of any industrial inspection method should be taken into account, we use a space-effective method of storing colour histograms. Having solved the problem of colour grading for the majority of uniform and textured surfaces, we then try to optimise the performance of the proposed techniques, for cases where it fails. We attribute that to the fact that every electronic sensor captures colour and patterns in a way which only approximates what the human vision system would perceive. First we propose a method of perceptual colour grading of uniform surfaces, which transforms the camera data to data as they would have been recorded by the human eye. This method makes use of metameric data, to determine the relation between the human and the electronic sensors. We use various methods of generating metamers, and we show how the need of a spectrophotometer can be overcome. In a similar way, we propose a method of perceptual colour grading of random textures, which involves the restoration of the electronically acquired data and then their transformation to a colour space which expresses the way we perceive colour texture. We test both methods with real data, and we compare them with the non-perceptual ones. All the methods proposed in this thesis have been tested with real data, from the ceramic tiles manufacturing industry, previously colour graded by human inspectors. The consistency of the methods has been tested by using various sets of all sorts of tiles, and by repeating the acquisition and grading processes many times for every set of tiles. Further, these experiments have been carried out using different apparatuses, thus allowing us to draw conclusions about their quality and to make our methods as hardware independent as possible.
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46

Staab, Steffen [Verfasser]. "Grading knowledge : extracting degree information from texts / Steffen Staab." Berlin, 2000. http://d-nb.info/965576841/34.

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47

Khan, Adnan M. "Algorithms for breast cancer grading in digital histopathology images." Thesis, University of Warwick, 2014. http://wrap.warwick.ac.uk/66024/.

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Histological analysis of tissue biopsies by an expert pathologist is considered gold standard for diagnosing many cancers, including breast cancer. Nottingham grading system, which is the most widely used criteria for histological grading of breast tissues, consists of three components: mitotic count, nuclear atypia and tubular formation. In routine histological analysis, pathologists perform grading of breast cancer tissues by manually examining each tissue specimen against the three components, which is a laborious and subjective process and thus can suffer from low inter-observer agreement. With the advent of digital whole-slide scanning platforms, automatic image analysis algorithms can be used as a partial solution for these issues. The main goal of this dissertation is to develop frameworks that can aid towards building an automated or semi-automated breast cancer grading system. We present novel frameworks for detection of mitotic cells and nuclear atypia scoring in breast cancer histopathology images. Both of these frameworks can play a fundamental role in developing a computer-assisted breast cancer grading system. Moreover, the proposed image analysis frameworks can be adapted to grading and analysis of cancers of several other tissues such as lung and ovarian cancers. In order to deal with one of the fundamental problems in histological image analysis applications, we first present a stain normalisation algorithm that minimises the staining inconsistency in histological images. The algorithm utilises a novel image-specific colour descriptor which summarises the colour contents of a histological image. Stain normalisation algorithm is used in the remainder of the thesis as a preprocessing step. We present a mitotic cell detection framework mimicking a pathologist’s approach, whereby we first perform tumour segmentation to restrict our search for mitotic cells to tumour regions only, followed by candidate detection and evaluation in a statistical machine learning framework. We also employ a discriminative dictionary learning paradigm to learn the visual appearance of mitotic cells, that models colour, texture, and shape in a composite manner. Finally, we present a nuclear atypia scoring framework based on a novel image descriptor which summarises the texture heterogeneity, inherent in histological images in a compact manner. Classification is performed using a geodesic k-nearest neighbour classifier which explicitly exploits the structure of Riemannian manifold of the descriptor and achieves significant performance boost as compared to Euclidean counterpart.
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Thiele, Julie. "Grading practices and mindset development: the growth of both." Diss., Kansas State University, 2016. http://hdl.handle.net/2097/32811.

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Doctor of Philosophy
Curriculum and Instruction Programs
Sherri Martinie
This study examined the impact grading policies have on students’ mindsets in urban Midwestern middle schools. The components of this quasi-experimental, causal comparative survey research relied on the grading policies in place at the school level and the students’ reporting of their mindset. Data was collected using a questionnaire containing eight Likert-type questions from the Implicit Theories of Intelligence scale (Dweck, 2006), as well as additional questions seeking the students’ perceptions of grading practices implemented in their buildings. Descriptive statistics, frequencies, t-tests and ANOVA tests were run measuring the impact that a variety of perceived grading practices had on students’ mindset levels. The findings from the research demonstrated no statistically significant differences between the mindset levels of students from schools with different grading policies. Further analysis revealed inconsistencies between student perceptions of the grading practices and the schools’ actual stated grading policies. It appears standards based and traditional grading practices, although specifically stated at the building level, appear to have blended together in the large school district, which may have led to the inconclusive results. Of significance was the finding that students perceived to understand the meaning of their grade, even if it is misaligned with the schools’ policy, reported a growth mindset in comparison to students that reported they did not understand their grade. These findings begin to explore the impact grading practices have on students, especially during the transition from traditional to standards based grading. Further research is needed to fully examine the transition between grading practices and students’ perceptions of those policies. When students’ perceptions of the standards based grading policy do not align with the actual policy, it is assumed that it will have no impact on students’ mindset levels. Future research would seek to understand ways in which educators making a transition from traditional to standards based grading can seek clarity of policies, seek accuracy of implementation and monitor students’ perceptions in alignment with the policies and practices.
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Edmondson, Corrie Ellen. "Impact of Standards Based Grading on Algebra I Students." Thesis, University of North Texas, 2020. https://digital.library.unt.edu/ark:/67531/metadc1707320/.

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In seeking to maximize student learning, educators must implement grading practices that assess well-defined course standards and clearly articulate student proficiency. Standards-based grading (SBG) practices enhance student learning by linking well-defined course standards and effective feedback. Analysis of variance (ANOVA) testing sought to determine if the use of standards-based grading in Algebra I resulted in higher achievement on standardized tests, specifically the Algebra I the State of Texas Assessment of Academic Readiness (STAAR) End of Course (EOC) assessment. Specifically, addressing the following research questions: Are there differences on Algebra I scores on the STAAR EOC scores between students in a traditional grading system, hybrid grading system, and a standards-based grading system? Are the effects of grading system methods moderated by participant characteristics, i.e., gender, race/ethnicity (Black, Hispanic, White, and Asian), English language learner, special education services, or economically disadvantaged? One high school campus in a large school district in North Texas was involved in the current study. The study examines three years of data as the campus transitioned from a traditional grading system to one that employs the tenants of an SBG system while continuing to formally report percentage grades for assessments. In this study, the researcher found evidence to suggest a statistically significant impact from standards-based grading methods on student achievement as measured by the Algebra I STAAR EOC assessment for the entire population with mixed results when examined by participant characteristics.
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Adam, Afzan. "Computer aided dysplasia grading for Barrett's oesophagus virtual slides." Thesis, University of Leeds, 2015. http://etheses.whiterose.ac.uk/10515/.

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Dysplasia grading in Barrett’s Oesophagus has been an issue among pathologist worldwide. Despite of the increasing number of sufferers every year especially for westerners, dysplasia in Barrett’s Oesophagus can only be graded by a trained pathologist with visual examination. Therefore, we present our work on extracting textural and spatial features from the tissue regions. Our first approach is to extract only the epithelial layer of the tissue, based on the grading rules by pathologists. This is carried out by extracting sub images of a certain window size along the tissue epithelial layer. The textural features of these sub images were used to grade regions into dysplasia or not-dysplasia and we have achieved 82.5% AP with 0.82 precision and 0.86 recall value. Therefore, we have managed to overcame the ‘boundary-effect’ issues that have usually been avoided by selecting or cropping tissue image without the boundary. Secondly, the textural and spatial features of the whole tissue in the region were investigated. Experiments were carried out using Grey Level Co-occurrence Matrices at the pixel-level with a brute-force approach experiment, to cluster patches based on its texture similarities. Then, we have developed a texture-mapping technique that translates the spatial arrangement of tissue texture within a tissue region on the patch-level. As a result, three binary decision tree models were developed from the texture-mapping image, to grade each annotated regions into dysplasia Grade 1, Grade 3 and Grade 5 with 87.5%, 75.0% and 81.3% accuracy percentage with kappa score 0.75, 0.5 and 0.63 respectively. A binary decision tree was then used on the spatial arrangement of the tissue texture types with respect to the epithelial layer to help grade the regions. 75.0%, 68.8% and 68.8% accuracy percentage with kappa value of 0.5, 0.37 and 0.37 were achieved respectively for dysplasia Grade 1, Grade 3 and Grade 5. Based on the result achieved, we can conclude that the spatial information of tissue texture types with regards to the epithelial layer, is not as strong as is on the whole region. The binary decision tree grading models were applied on the broader tissue area; the whole virtual pathology slides itself. The consensus grading for each tissue is calculated with positivity table and scoring method. Finally, we present our own thresholded frequency method to grade virtual slides based on frequency of grading occurrence; and the result were compared to the pathologist’s grading. High agreement score with 0.80 KV was achieved and this is a massive improvement compared to a simple frequency scoring, which is only 0.47 KV.
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