{"id":"W599295575","doi":"10.1017/cbo9780511611186","title":"Cognitive Diagnostic Assessment for Education","year":2007,"lang":"en","type":"book","venue":"Cambridge University Press eBooks","topic":"Educational and Psychological Assessments","field":"Psychology","cited_by":439,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Cognition; Strengths and weaknesses; Construct (python library); Test (biology); Psychology; Educational assessment; Diagnostic test; Computer science; Pedagogy; Medicine; 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002275753,0.0003771852,0.0003726941,0.0002274079,0.0002099776,0.00003685553,0.0004319552,0.0005598943,0.00008939762],"category_scores_gemma":[0.00005420137,0.0004216405,0.0002521605,0.00002381674,0.0002145831,0.00005285308,0.00009760453,0.0005324123,0.00008251503],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004826887,"about_ca_system_score_gemma":0.0009148252,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006665353,"about_ca_topic_score_gemma":0.000001046853,"domain_scores_codex":[0.998185,0.0001197136,0.0002659339,0.0007525713,0.0002584349,0.0004183893],"domain_scores_gemma":[0.9965836,0.002016421,0.0003332986,0.0003686447,0.000460284,0.0002377846],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001239712,0.0003057329,0.00005674324,0.00006399932,0.000233948,0.00002756216,0.0000855561,6.096719e-8,0.000001293425,0.5264504,0.4604529,0.01219786],"study_design_scores_gemma":[0.001030779,0.000222427,0.005894814,0.0002428146,0.0004238913,0.00001356027,0.0006466864,9.09162e-7,0.000007164831,0.0001825193,0.9908558,0.0004786362],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00048901,0.0002481878,0.004899656,0.00004776547,0.003052893,0.001685777,0.0009584355,0.00009868971,0.9885196],"genre_scores_gemma":[0.001609668,0.00002437985,0.0005062946,0.0007228926,0.0008817632,0.00006147396,0.001687446,0.00004932331,0.9944568],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5304029,"threshold_uncertainty_score":0.9998236,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05108155303645497,"score_gpt":0.3586455620363738,"score_spread":0.3075640089999189,"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."}}