{"id":"W3013480871","doi":"10.1097/acm.0000000000003168","title":"In Reply to Chow et al","year":2020,"lang":"en","type":"letter","venue":"Academic Medicine","topic":"Innovations in Medical Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal College of Physicians and Surgeons of Canada; McMaster University; University of Saskatchewan","funders":"","keywords":"Apprenticeship; Scholarship; Formative assessment; Medical education; Psychology; Coaching; Pedagogy; Medicine; Political science","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":[0.006682465,0.00181689,0.002213285,0.001936525,0.004106289,0.006666657,0.006076209,0.04629423,0.02287653],"category_scores_gemma":[0.05854348,0.001347758,0.001935886,0.001422761,0.004494227,0.008920434,0.004444175,0.05829057,0.01844995],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004383319,"about_ca_system_score_gemma":0.007047173,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003281208,"about_ca_topic_score_gemma":0.003579709,"domain_scores_codex":[0.9939362,0.001182824,0.0007948797,0.0009868047,0.002321846,0.0007773727],"domain_scores_gemma":[0.9805155,0.00763633,0.001619339,0.0008307669,0.006015266,0.003382904],"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":[0.00001062743,0.00001056145,0.0001066181,0.0000466428,0.000006935994,0.0001870551,0.00005182417,0.00001128877,0.00002221104,0.0003032612,0.9967457,0.002497274],"study_design_scores_gemma":[0.00004276793,0.00003393814,0.0004524009,0.0003019643,0.00001859862,0.001275689,0.0004680177,0.0001259753,0.0001583216,0.001561672,0.9954963,0.00006436662],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0001540184,0.001429208,0.0001176045,0.8253908,0.1715749,0.00002361347,0.00007621446,0.0001076357,0.001125987],"genre_scores_gemma":[0.001044927,0.001004171,0.0001732767,0.9035394,0.0882576,0.00006395984,0.00004789622,0.00004583414,0.005822908],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.04629423,"threshold_uncertainty_score":0.07652962,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04527669941398534,"score_gpt":0.4011764722705433,"score_spread":0.3558997728565579,"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."}}