{"id":"W4200131510","doi":"10.1097/prs.0000000000008658","title":"Medical Directors in Plastic Surgery: How Do We Quantify Their Efforts?","year":2021,"lang":"en","type":"article","venue":"Plastic & Reconstructive Surgery","topic":"Pharmaceutical industry and healthcare","field":"Pharmacology, Toxicology and Pharmaceutics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Autonomy; Health care; Audit; Quality (philosophy); Patient safety; Clinical Practice; Control (management); Medical care; Clinical audit","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":[0.1029594,0.001683031,0.001666878,0.01346855,0.002356297,0.01159732,0.003445245,0.002723524,0.003235806],"category_scores_gemma":[0.3108298,0.0007944578,0.001588361,0.0179894,0.00527893,0.0163829,0.006210452,0.0037657,0.001187619],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007251235,"about_ca_system_score_gemma":0.01278587,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01445947,"about_ca_topic_score_gemma":0.0241992,"domain_scores_codex":[0.9085781,0.05727779,0.01126916,0.004605354,0.01576957,0.002499993],"domain_scores_gemma":[0.6858785,0.186733,0.05910538,0.01086501,0.0465655,0.01085266],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001478545,0.0004686654,0.6101235,0.003412475,0.0007157327,0.00006536175,0.00995276,0.003027489,0.0001197148,0.02867281,0.04374952,0.2995441],"study_design_scores_gemma":[0.0001487186,0.0009521774,0.7490106,0.02241497,0.0006724714,0.0002399063,0.04403159,0.01127036,0.001105577,0.06058338,0.1092031,0.0003672028],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.330781,0.1506038,0.08878025,0.3307251,0.006564711,0.003396862,0.01252253,0.0004925588,0.07613336],"genre_scores_gemma":[0.8802693,0.02957997,0.06744028,0.01228802,0.002203661,0.00324102,0.002897374,0.0001083507,0.001972083],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1029594,"threshold_uncertainty_score":0.5445076,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2804259272561436,"score_gpt":0.4512367062510647,"score_spread":0.1708107789949211,"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."}}