{"id":"W1939948926","doi":"10.1002/ase.1488","title":"To quiz or not to quiz: Formative tests help detect students at risk of failing the clinical anatomy course","year":2014,"lang":"en","type":"article","venue":"Anatomical Sciences Education","topic":"Innovations in Medical Education","field":"Medicine","cited_by":42,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Formative assessment; Medical education; Course (navigation); Psychology; Medicine; Medical physics; Mathematics education; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.004754418,0.0001510607,0.0003014837,0.0002282449,0.0004026653,0.00005257868,0.0006207793,0.0001132457,0.0001303014],"category_scores_gemma":[0.009872881,0.00009165728,0.00008002987,0.001902181,0.0005071751,0.0001756048,0.0001705507,0.0003040249,0.0001916621],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002716045,"about_ca_system_score_gemma":0.0009667628,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002200939,"about_ca_topic_score_gemma":0.0001786089,"domain_scores_codex":[0.9971328,0.0002573767,0.0007821037,0.0004291805,0.001058092,0.0003403818],"domain_scores_gemma":[0.9977033,0.0007911408,0.0003161625,0.0004378671,0.0005176858,0.0002338873],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.000385076,0.001258216,0.4164405,0.00005214887,0.00006400626,3.716721e-7,0.006028179,0.00004647411,0.0007854915,0.001714747,0.04077848,0.5324463],"study_design_scores_gemma":[0.0007190825,0.001369081,0.9656203,0.0002868667,0.0001596526,0.00001478516,0.008033044,0.003179428,0.004294347,0.0005702584,0.01549669,0.0002564042],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9823823,0.00001860809,0.001165337,0.01381422,0.001308383,0.0008556984,0.000003467098,0.00002980731,0.0004221648],"genre_scores_gemma":[0.9829329,0.0000184599,0.007753469,0.008477662,0.000451588,0.00007954983,0.00000947775,0.00001044281,0.000266479],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5491799,"threshold_uncertainty_score":0.9984674,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03235064599633788,"score_gpt":0.4735008282675775,"score_spread":0.4411501822712396,"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."}}