{"id":"W3002600829","doi":"10.1186/s12909-019-1908-0","title":"Improving obesity management training in family medicine: multi-methods evaluation of the 5AsT-MD pilot course","year":2020,"lang":"en","type":"article","venue":"BMC Medical Education","topic":"Obesity and Health Practices","field":"Health Professions","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"NOSM University; University of Calgary; University of Alberta","funders":"","keywords":"Medical education; Course (navigation); Medicine; Weight management; Training (meteorology); Obesity; Weight loss; Engineering; Internal medicine","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":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.01498642,0.0001192499,0.0002797851,0.00007476725,0.0003685976,0.000003641673,0.0003281949,0.0001768098,0.001383302],"category_scores_gemma":[0.01614968,0.00008733437,0.00003499148,0.0004599774,0.0001246911,0.0001618213,0.0001260602,0.0008799532,0.00005777675],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002180815,"about_ca_system_score_gemma":0.009667224,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001567174,"about_ca_topic_score_gemma":0.002583829,"domain_scores_codex":[0.9921703,0.005229053,0.0008478495,0.0002986031,0.00113707,0.0003171047],"domain_scores_gemma":[0.9966612,0.001824599,0.0006216324,0.000284289,0.0002963741,0.0003118714],"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":[0.0002356317,0.00182401,0.1579984,0.008587889,0.00004129366,9.60358e-7,0.09971158,0.00007666183,0.0005877907,0.005596567,0.01878833,0.7065509],"study_design_scores_gemma":[0.003196208,0.0001354771,0.835806,0.002262962,0.0002206703,6.255028e-7,0.1097517,0.04402099,0.00001170078,0.0005529366,0.00389976,0.0001410355],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8923769,0.002774514,0.03646902,0.04432414,0.006917469,0.004674611,0.000003641706,0.00008824216,0.01237149],"genre_scores_gemma":[0.9558548,0.0003301839,0.02737581,0.01484873,0.0009714197,0.0003688668,0.00001636771,0.00001973084,0.0002141318],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7064099,"threshold_uncertainty_score":0.9995295,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4033270783080555,"score_gpt":0.5996080734634193,"score_spread":0.1962809951553637,"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."}}