{"id":"W4412366238","doi":"10.1093/ejcts/ezaf236","title":"Perioperative Outcomes of Lung Cancer Surgery in Women: A Canadian Nationwide Retrospective Cohort Study","year":2025,"lang":"en","type":"article","venue":"European Journal of Cardio-Thoracic Surgery","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; Dalhousie University","funders":"Dalhousie University; Lung Cancer Canada; Beatrice Hunter Cancer Research Institute; Cancer Research Institute","keywords":"Medicine; Perioperative; Lung cancer; Retrospective cohort study; Lung cancer surgery; Cohort; Odds ratio; Cancer; Surgery; Complication; Logistic regression; Comorbidity; Cohort study; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"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":[0.0008963383,0.0003781714,0.0005324774,0.00124459,0.001451825,0.0007625395,0.0008063917,0.0003529696,0.001216684],"category_scores_gemma":[0.001982381,0.000329818,0.0005764392,0.003045689,0.0003557895,0.000389077,0.0006410017,0.0005042422,0.0001673849],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005631552,"about_ca_system_score_gemma":0.008645416,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8597081,"about_ca_topic_score_gemma":0.8882464,"domain_scores_codex":[0.999145,0.00004787494,0.00006702179,0.000182395,0.0003113703,0.0002462367],"domain_scores_gemma":[0.9988347,0.00005741395,0.0004342458,0.00006720364,0.0004160557,0.0001904551],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002836826,0.000007700544,0.998264,0.00001767143,0.00003619943,0.00004974399,0.00009157806,0.00001585273,0.00004698971,0.00002552358,0.0004209824,0.0009953383],"study_design_scores_gemma":[0.000005198842,0.00001617515,0.9987778,0.00002836514,0.00003487168,0.0001171791,0.0002950803,0.0001022478,0.00001696925,0.00001088989,0.0005894596,0.000005809038],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9905217,0.001198445,0.00014163,0.0002521599,0.00001772102,0.00006776184,0.006311034,0.000006929818,0.00148266],"genre_scores_gemma":[0.9948032,0.0009421962,0.0002348927,0.0001402325,0.00001367868,0.00004142221,0.003557248,0.000004472941,0.0002625017],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1402919,"threshold_uncertainty_score":0.2822361,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01476426303590511,"score_gpt":0.3159955643714218,"score_spread":0.3012313013355167,"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."}}