{"id":"W3119503500","doi":"10.3390/curroncol28010043","title":"National Thoracic Surgery Standards Implementation: Barriers, Enablers, and Opportunities","year":2021,"lang":"en","type":"article","venue":"Current Oncology","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Canadian Partnership Against Cancer; University of Ottawa","funders":"Health Canada; Partenariat Canadien Contre Le Cancer","keywords":"Medicine; Audit; Workload; Cardiothoracic surgery; Focus group; Promotion (chess); Quality assurance; Quality management; General partnership; Family medicine; Medical education; Surgery; Pathology; Operations management","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.03539455,0.000329004,0.000459886,0.001459936,0.006630998,0.005607927,0.002319769,0.0009950446,0.001891774],"category_scores_gemma":[0.07493688,0.000347951,0.0004842327,0.002418215,0.004620461,0.002639659,0.007126978,0.002951085,0.0001835231],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.05074787,"about_ca_system_score_gemma":0.2526933,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.7703571,"about_ca_topic_score_gemma":0.7644175,"domain_scores_codex":[0.9580913,0.01266664,0.002797429,0.001524679,0.01594112,0.008978974],"domain_scores_gemma":[0.9102491,0.02064675,0.009392302,0.002362865,0.03635748,0.02099153],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001260862,0.0005507183,0.566395,0.002655095,0.0001793731,0.0006657706,0.1087755,0.002102199,0.001354931,0.01776586,0.02358247,0.275847],"study_design_scores_gemma":[0.00004189772,0.0003548753,0.7087177,0.004125892,0.0001088438,0.0002629798,0.202602,0.003120007,0.001862849,0.007173265,0.07143284,0.0001967926],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8179868,0.005343859,0.005212214,0.1287083,0.0003761553,0.0008251396,0.0006992648,0.0002080333,0.04064027],"genre_scores_gemma":[0.9926376,0.001399911,0.003094164,0.00180384,0.00002229318,0.0001053208,0.0001967393,0.00001388011,0.0007261726],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7703571,"threshold_uncertainty_score":0.4619905,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1918038647110005,"score_gpt":0.481171834178388,"score_spread":0.2893679694673876,"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."}}