{"id":"W1853615627","doi":"10.1002/9781118411360.wbcla081","title":"Diagnostic Feedback in the Classroom","year":2013,"lang":"en","type":"other","venue":"","topic":"Educational and Psychological Assessments","field":"Psychology","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Formative assessment; Competence (human resources); Psychology; Context (archaeology); Strengths and weaknesses; Educational psychology; Cognition; Mathematics education; Cognitive psychology; Social psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001157091,0.0001702002,0.0001597741,0.00008946176,0.00001443904,0.00002631818,0.0004485668,0.0002889787,0.3298294],"category_scores_gemma":[0.00003231818,0.00008950131,0.00005097856,0.0001499033,0.0000515248,0.0000106599,0.0000184093,0.0003076621,0.04025079],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000117312,"about_ca_system_score_gemma":0.00001191847,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001124947,"about_ca_topic_score_gemma":0.0001314428,"domain_scores_codex":[0.9989796,0.0001847356,0.0001606713,0.0002966089,0.0001474828,0.0002309255],"domain_scores_gemma":[0.9987431,0.0007363544,0.00007544657,0.0004001661,0.000007723706,0.00003718297],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000001230202,0.0003526554,0.008888333,0.000004858481,0.00002505949,0.000008674999,0.0001315069,1.885013e-8,1.020859e-7,0.04108802,0.9463162,0.003183373],"study_design_scores_gemma":[0.0001634011,0.00002760727,0.2040581,0.00002430001,0.000006038216,0.000005142243,0.0004428857,8.898952e-8,1.632797e-8,0.002444595,0.7927184,0.0001094224],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0005328129,0.0006856114,0.00002826001,0.002992662,0.001357139,0.0004747793,0.00001287769,0.00005767281,0.9938582],"genre_scores_gemma":[0.004882791,0.00005656099,0.0001596338,0.005191735,0.0006687326,0.0004434382,0.00005341276,0.00009731513,0.9884464],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2895786,"threshold_uncertainty_score":0.9604965,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04193091236483176,"score_gpt":0.3729450395380089,"score_spread":0.3310141271731772,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}