{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002909921,0.00008586273,0.0002873235,0.0000687171,0.00003809815,0.000008732988,0.00001096062,0.00003330248,0.000117929],"category_scores_gemma":[0.00003556286,0.00005988767,0.00006231335,0.0001106147,0.00005709523,0.0001162103,0.000009319168,0.00005049531,0.000002832406],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002992587,"about_ca_system_score_gemma":0.00008807131,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003604459,"about_ca_topic_score_gemma":0.0004334412,"domain_scores_codex":[0.9993144,0.00002768461,0.0001798602,0.0001640798,0.0001800039,0.0001339442],"domain_scores_gemma":[0.9994217,0.0001354121,0.00006903768,0.0001430647,0.0001450002,0.00008581924],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002938628,0.0002328281,0.9731148,0.00008636314,0.0002405991,0.00002776895,0.0001262467,0.000006062627,0.00003379206,0.00008040133,0.01875616,0.007001134],"study_design_scores_gemma":[0.0002960873,0.0001213431,0.9701216,0.0002552582,0.00006505271,0.00001306984,0.00003813945,0.00002149236,0.02534867,0.00001445946,0.003636552,0.00006830336],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.990963,0.001453234,0.000003940048,0.005046286,0.00005528594,0.0001526161,0.00001139818,0.00001390002,0.002300318],"genre_scores_gemma":[0.9963104,0.002755813,0.00003575351,0.0004510796,0.0002209435,0.00001893039,0.00001634213,0.000008517858,0.0001822318],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02531488,"threshold_uncertainty_score":0.2442148,"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."}}