{"id":"W2969190838","doi":"10.1152/advan.00079.2019","title":"Answering Huxley: “now” students take a “then” exam","year":2019,"lang":"en","type":"article","venue":"AJP Advances in Physiology Education","topic":"Medical History and Innovations","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Hamilton Health Sciences","funders":"McMaster University","keywords":"Set (abstract data type); Psychology; Medical education; Physiology; Mathematics education; Medicine; Computer science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001833648,0.0009110291,0.0009412984,0.0009222518,0.002271556,0.002154195,0.000860236,0.002682341,0.04218773],"category_scores_gemma":[0.007246054,0.00047304,0.0006178769,0.0004864967,0.0007073258,0.00131618,0.002144082,0.0020697,0.01737035],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001065234,"about_ca_system_score_gemma":0.001258999,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002693456,"about_ca_topic_score_gemma":0.006983291,"domain_scores_codex":[0.9989123,0.0001900101,0.0001223351,0.0001515598,0.000235295,0.0003884776],"domain_scores_gemma":[0.9941518,0.0006248251,0.0007650438,0.0002372197,0.001384745,0.002836425],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0020913,0.009869622,0.3950352,0.0005695957,0.0001210464,0.002289179,0.03259443,0.0009512813,0.0110766,0.002891247,0.3692021,0.1733083],"study_design_scores_gemma":[0.0004124941,0.006207085,0.633521,0.0003386527,0.00007946223,0.00114001,0.05646136,0.00166557,0.007700701,0.00369107,0.2884973,0.0002852645],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9556473,0.0003152284,0.001123304,0.00506254,0.0008969464,0.001798634,0.002148648,0.0004280739,0.03257934],"genre_scores_gemma":[0.9128059,0.0007500051,0.006354927,0.005833107,0.0004228708,0.002909173,0.003835456,0.00008481428,0.06700376],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04218773,"threshold_uncertainty_score":0.141132,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01375143581473337,"score_gpt":0.2943810190376695,"score_spread":0.2806295832229361,"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."}}