{"id":"W3109533559","doi":"10.1016/j.chest.2020.08.010","title":"Minimal Procedure Numbers Are Not Helpful","year":2020,"lang":"en","type":"letter","venue":"CHEST Journal","topic":"Innovations in Medical Education","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"Olympus; University of Calgary; Novartis","keywords":"Competence (human resources); Medical education; Scopus; Terminology; Medicine; Context (archaeology); Aviation; Health care; Certification; MEDLINE; Psychology; Management; Engineering; Social psychology","routes":{"ca_aff":true,"ca_fund":true,"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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.00561924,0.0005981327,0.0009279432,0.001101901,0.005387973,0.004668079,0.002234207,0.06603939,0.03096085],"category_scores_gemma":[0.05453328,0.0007902823,0.001017799,0.000725183,0.004787402,0.005104785,0.002267575,0.06015048,0.0186719],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004020576,"about_ca_system_score_gemma":0.005981847,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00275367,"about_ca_topic_score_gemma":0.009317501,"domain_scores_codex":[0.9946181,0.001312814,0.0007832659,0.0005797614,0.001776332,0.0009296671],"domain_scores_gemma":[0.969464,0.01742658,0.001504372,0.001135461,0.004252244,0.006217389],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003896967,0.00004557103,0.0006969253,0.00004437554,0.000009156372,0.002422415,0.0001311998,0.00007395928,0.0001875342,0.01228398,0.9707878,0.01327817],"study_design_scores_gemma":[0.00009328939,0.00008942178,0.001529761,0.0005342346,0.00002522716,0.005142672,0.0006195811,0.0004320243,0.0002351696,0.05346879,0.937759,0.00007089412],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0003419928,0.0003061372,0.0001881423,0.9833369,0.00652369,0.000006235128,0.00001603365,0.00003456765,0.009246249],"genre_scores_gemma":[0.004803298,0.0004449305,0.0005044425,0.96121,0.02248405,0.00002273591,0.00002563679,0.00004009648,0.01046493],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9943808,"threshold_uncertainty_score":0.1035744,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03293622107595076,"score_gpt":0.3095469658475516,"score_spread":0.2766107447716009,"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."}}