{"id":"W3024893209","doi":"","title":"FM-MAP: A Novel In-Training Examination Predicts Success on Family Medicine Certification Examination.","year":2017,"lang":"en","type":"article","venue":"PubMed","topic":"Clinical Reasoning and Diagnostic Skills","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Certification; Test (biology); Medicine; Medical education; Family medicine; Final examination; Physical examination; Psychology; Internal medicine; Management","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008202696,0.0002840022,0.0001659945,0.0007720878,0.0003016335,0.0004576317,0.0004524217,0.0004402559,0.003921411],"category_scores_gemma":[0.006270476,0.00009370935,0.0002084766,0.0004174879,0.0002655856,0.0003880824,0.000526998,0.0003894514,0.0004398075],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008526601,"about_ca_system_score_gemma":0.001524587,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03919633,"about_ca_topic_score_gemma":0.085419,"domain_scores_codex":[0.9996592,0.00007127377,0.00002485246,0.0000379138,0.0001322322,0.00007440527],"domain_scores_gemma":[0.9975544,0.0004602658,0.0008990265,0.00007159627,0.0004536487,0.0005610654],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004422569,0.00007462805,0.9962054,0.000007956515,0.00001126272,0.0000250189,0.00003085985,0.00003955992,0.0001345777,0.00001072409,0.000238085,0.00317766],"study_design_scores_gemma":[0.000002891644,0.00007193095,0.9992533,0.00000546357,0.000007549116,0.00007882866,0.00004847784,0.0002621737,0.00008351764,0.000008571205,0.0001758811,0.000001443885],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975556,0.00009291733,0.0001408286,0.0001226471,0.000009123984,0.0000231267,0.0002824371,0.0000126081,0.001760693],"genre_scores_gemma":[0.9988167,0.00003759278,0.0003165746,0.0000167171,0.000006165763,0.000008392365,0.0002751107,0.000001844392,0.0005209786],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03919633,"threshold_uncertainty_score":0.07793641,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1615150107733623,"score_gpt":0.3512279207919043,"score_spread":0.189712910018542,"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."}}