{"id":"W4283762713","doi":"10.1002/jmd2.12312","title":"Training competencies in adult metabolic medicine: A survey of working adult metabolic medicine physicians","year":2022,"lang":"en","type":"article","venue":"JIMD Reports","topic":"Adolescent and Pediatric Healthcare","field":"Health Professions","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Subspecialty; Accreditation; Medical education; Medicine; Delphi method; Family medicine; Pediatric Medicine; Computer science","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":[0.004293482,0.0001287865,0.0002449387,0.001047499,0.0006185327,0.0005973689,0.0003231754,0.0006954853,0.001870059],"category_scores_gemma":[0.01045978,0.0002387331,0.0002633862,0.0009506036,0.0005366624,0.001050456,0.0009618463,0.0005176903,0.0002842075],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006294904,"about_ca_system_score_gemma":0.0009679837,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004059183,"about_ca_topic_score_gemma":0.004377055,"domain_scores_codex":[0.998161,0.0005490409,0.0002379017,0.0001627851,0.0004908923,0.0003984385],"domain_scores_gemma":[0.9916177,0.002670751,0.002145728,0.0001838698,0.001451034,0.001930926],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000539722,0.0001862688,0.9576492,0.000164701,0.00001682612,0.0004503493,0.023414,0.0001195867,0.0006145728,0.0001692318,0.001615635,0.01554562],"study_design_scores_gemma":[0.0000088402,0.0003589103,0.9473879,0.0002134873,0.000008158286,0.0008464768,0.04587002,0.0004103601,0.0001478504,0.00006337222,0.004671569,0.00001311504],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976779,0.0002832832,0.0001620752,0.0006921469,0.00001319685,0.00002817903,0.00007003945,0.000003995082,0.001069249],"genre_scores_gemma":[0.9980825,0.0005802775,0.0003221038,0.0005101463,0.00001275824,0.00004742602,0.00009136253,0.000003022168,0.0003503442],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004293482,"threshold_uncertainty_score":0.02270639,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1779972364156498,"score_gpt":0.4152373517483165,"score_spread":0.2372401153326667,"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."}}