{"id":"W2092546024","doi":"10.1097/acm.0000000000000707","title":"The McMaster Modular Assessment Program (McMAP)","year":2015,"lang":"en","type":"article","venue":"Academic Medicine","topic":"Innovations in Medical Education","field":"Medicine","cited_by":78,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hamilton General Hospital","funders":"","keywords":"Modular design; Computer science; MEDLINE; Program evaluation; Medical education; Medical physics; Medicine; Programming language; Mathematics; Political science; Statistics","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":[],"consensus_categories":[],"category_scores_codex":[0.002601976,0.0001659704,0.0002748423,0.0001094411,0.0001430062,0.000008580718,0.0002614318,0.0002256854,0.0002781451],"category_scores_gemma":[0.003013079,0.0000914819,0.00002971989,0.0006425382,0.0005000556,0.00008384326,0.00006072907,0.001277321,0.0001036847],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002589239,"about_ca_system_score_gemma":0.0003372045,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001988486,"about_ca_topic_score_gemma":5.444248e-7,"domain_scores_codex":[0.9975826,0.00007514251,0.0006024807,0.0002676266,0.001091944,0.0003802225],"domain_scores_gemma":[0.9985946,0.00010881,0.000161671,0.0004374407,0.0004451236,0.000252358],"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":[0.0000540584,0.00005003872,0.006451037,0.00004305786,0.00006310059,0.000009319054,0.001869605,0.000002988975,0.0006180675,0.009951923,0.499934,0.4809528],"study_design_scores_gemma":[0.002123174,0.0006487846,0.008839827,0.0002373746,0.0001183902,0.0001286689,0.004585098,0.004036618,0.00009802583,0.003168848,0.9759017,0.0001135438],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4364504,0.003812403,0.006555533,0.3890727,0.0054242,0.003322646,0.000001219615,0.0006031989,0.1547577],"genre_scores_gemma":[0.9394855,0.0004637967,0.008432739,0.01777494,0.004941346,0.0005197797,0.0001105426,0.00005627135,0.02821506],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5030352,"threshold_uncertainty_score":0.5549395,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0680022444649577,"score_gpt":0.442427721536358,"score_spread":0.3744254770714003,"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."}}