{"id":"W2962427852","doi":"10.1016/j.athoracsur.2019.05.069","title":"A Prolonged Air Leak Score for Lung Cancer Resection: An Analysis of The Society of Thoracic Surgeons General Thoracic Surgery Database","year":2019,"lang":"en","type":"article","venue":"The Annals of Thoracic Surgery","topic":"Pleural and Pulmonary Diseases","field":"Medicine","cited_by":54,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"National Cancer Institute; Ottawa Hospital; Ontario Ministry of Health and Long-Term Care; Society of Thoracic Surgeons","keywords":"Medicine; Cardiothoracic surgery; Surgery; Leak; Lung cancer; Resection; Pneumonectomy; General surgery; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[0.004092208,0.0003622584,0.001612951,0.0004414764,0.0002106549,0.00001454479,0.0004090097,0.0001637986,0.0003034558],"category_scores_gemma":[0.0004753833,0.000216977,0.003070527,0.002477584,0.0003770815,0.0003725751,0.0001688783,0.0002849639,0.00000159426],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003397042,"about_ca_system_score_gemma":0.0007348776,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001092873,"about_ca_topic_score_gemma":0.0003987958,"domain_scores_codex":[0.9961501,0.0007957493,0.001093606,0.0005336596,0.0008451098,0.0005817811],"domain_scores_gemma":[0.9938601,0.002397727,0.001061145,0.001590901,0.0008798233,0.0002102565],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.007632747,0.0006599644,0.9384326,0.003985252,0.003702131,0.000007009229,0.0003030589,0.001487865,0.009378238,0.00001233886,0.02184811,0.01255069],"study_design_scores_gemma":[0.0001366256,0.0001898523,0.7958521,0.002728854,0.008196862,0.000031001,0.0007483992,0.03005202,0.1600074,0.0001187212,0.001287645,0.0006504796],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9866917,0.005524584,0.00003922664,0.004572672,0.000414069,0.001018625,0.0016466,0.00004617006,0.00004635652],"genre_scores_gemma":[0.9954262,0.001525679,0.00006025136,0.0008282287,0.0002471044,0.0001429991,0.0006255532,0.00004999224,0.001094],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1506292,"threshold_uncertainty_score":0.8848067,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1344219191503551,"score_gpt":0.4157948806186009,"score_spread":0.2813729614682458,"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."}}