{"id":"W1534984740","doi":"10.1097/01.sla.0000149428.17238.03","title":"Surgeon Specialty and Operative Mortality With Lung Resection","year":2005,"lang":"en","type":"article","venue":"Annals of Surgery","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":188,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute for Clinical Evaluative Sciences","funders":"Agency for Healthcare Research and Quality","keywords":"Medicine; Cardiothoracic surgery; Specialty; Pneumonectomy; Lung cancer; Surgery; Subspecialty; General surgery; Mortality rate; Internal medicine","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":[0.0007466467,0.0001963685,0.0001672158,0.0006387092,0.0001703282,0.0004086485,0.0003275518,0.0003391669,0.002679735],"category_scores_gemma":[0.007624078,0.0001275541,0.0004274313,0.0005572354,0.0003011023,0.0003687953,0.0006328314,0.0006366021,0.0002847918],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003784391,"about_ca_system_score_gemma":0.0005335225,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002322402,"about_ca_topic_score_gemma":0.00270195,"domain_scores_codex":[0.9993443,0.0001637578,0.00006128637,0.0001153354,0.0001709189,0.0001444079],"domain_scores_gemma":[0.9921854,0.00177247,0.004186021,0.0001817318,0.0004948388,0.001179625],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000333631,0.00001082256,0.9991903,0.000003590416,0.00001496328,0.00002712163,0.000009831949,0.00004329579,0.00003243629,0.000005703568,0.0000640548,0.0005645117],"study_design_scores_gemma":[0.000003526661,0.00004870932,0.9991969,0.000006173772,0.00001363177,0.0003299814,0.00005476932,0.0002042479,0.00003745627,0.0000197251,0.00008307096,0.000001708742],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987289,0.0003278411,0.00008161342,0.0001827525,0.000008809796,0.000002727503,0.0001827197,0.000005567481,0.0004790938],"genre_scores_gemma":[0.9994825,0.0000842711,0.00004282455,0.00003497315,0.00002365025,0.000002283032,0.0002460306,0.000001533626,0.00008197716],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002679735,"threshold_uncertainty_score":0.008964598,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1547048964834714,"score_gpt":0.3945377302467128,"score_spread":0.2398328337632414,"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."}}