{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009028428,0.0008383688,0.0007649183,0.003724342,0.001576648,0.002546605,0.00301048,0.0007953266,0.04256244],"category_scores_gemma":[0.0439053,0.0007911104,0.0006921633,0.004572675,0.001436258,0.002943731,0.005843406,0.002587977,0.01999398],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006983426,"about_ca_system_score_gemma":0.04663302,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06750029,"about_ca_topic_score_gemma":0.1351509,"domain_scores_codex":[0.990665,0.003183326,0.0008822894,0.0009104356,0.003665123,0.0006939233],"domain_scores_gemma":[0.9692765,0.004729869,0.00201102,0.003017944,0.01640976,0.004554856],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001929988,0.0001563453,0.009631087,0.0004422018,0.00002852461,0.00005948078,0.0005246876,0.0006575054,0.0003197285,0.006200559,0.4696681,0.5121188],"study_design_scores_gemma":[0.0006267253,0.0005786113,0.1807278,0.002275571,0.00007285985,0.0004737952,0.001438537,0.007335075,0.001311187,0.01749469,0.787423,0.0002422054],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.07431944,0.007369514,0.2362464,0.06371863,0.004139907,0.04085321,0.05509281,0.02150444,0.4967556],"genre_scores_gemma":[0.3204887,0.005794508,0.4487336,0.008948506,0.0008509665,0.0508434,0.02169695,0.002026251,0.1406172],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.06750029,"threshold_uncertainty_score":0.1423856,"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."}}