{"id":"W2971302170","doi":"10.1097/acm.0000000000002840","title":"In Reply to Boucharel","year":2019,"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":"McMaster University","funders":"","keywords":"Scholarship; Mentorship; Medical education; Academic medicine; Faculty development; Promotion (chess); Medicine; Officer; Emergency department; Curriculum; Sociology; Professional development; Political science; Nursing; Pedagogy","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":[0.009723497,0.00132992,0.001891029,0.001336891,0.004137853,0.005778635,0.004448827,0.02788539,0.01572859],"category_scores_gemma":[0.1120684,0.001087138,0.001302089,0.001219084,0.004943914,0.009548182,0.003782141,0.05686467,0.01154438],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003728203,"about_ca_system_score_gemma":0.006801586,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00505919,"about_ca_topic_score_gemma":0.005505161,"domain_scores_codex":[0.9928992,0.002219463,0.0007671025,0.001303217,0.002146369,0.0006646315],"domain_scores_gemma":[0.9535519,0.02459832,0.002559707,0.001187665,0.01354144,0.004560987],"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":[0.000009611686,0.000004475309,0.0001002577,0.00003267189,0.000004041987,0.0001807802,0.0001082295,0.00001041951,0.00001611127,0.0005227556,0.9966292,0.002381401],"study_design_scores_gemma":[0.00002636815,0.00002363495,0.000421319,0.000408037,0.00001602014,0.001814677,0.001048747,0.0001287776,0.0001689885,0.002535546,0.9933279,0.00007999528],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.00009788061,0.002490414,0.000130914,0.9342186,0.06226769,0.00000882439,0.00003387205,0.00005170731,0.0007000841],"genre_scores_gemma":[0.001401616,0.001297172,0.0001950844,0.9661791,0.02797872,0.00003837664,0.00001787168,0.00005159475,0.002840337],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02788539,"threshold_uncertainty_score":0.05261737,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03524343228166655,"score_gpt":0.3805936201508943,"score_spread":0.3453501878692277,"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."}}