{"id":"W2600211610","doi":"10.4236/ojts.2017.71003","title":"A Cross-Sectional Study: Chest Tube Drainage Practice Patterns among Canadian Thoracic Surgeons Following Pulmonary Surgery","year":2017,"lang":"en","type":"article","venue":"Open Journal of Thoracic Surgery","topic":"Pleural and Pulmonary Diseases","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver Coastal Health; University of British Columbia","funders":"","keywords":"Medicine; Chest tube; Drainage; Cardiothoracic surgery; Univariate analysis; Surgery; Multivariate analysis; Pneumothorax; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.008992556,0.0004753686,0.001449802,0.0008232884,0.001718688,0.001715958,0.001015435,0.0002109592,0.0007450896],"category_scores_gemma":[0.007326244,0.0004081707,0.001292617,0.0003313555,0.0001891384,0.004624486,0.000367472,0.0008893748,0.00007111856],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003507358,"about_ca_system_score_gemma":0.002888546,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06633779,"about_ca_topic_score_gemma":0.009946055,"domain_scores_codex":[0.9949591,0.0007709359,0.001597553,0.000567299,0.001206405,0.0008987801],"domain_scores_gemma":[0.9916899,0.003031424,0.001834646,0.00107776,0.0007395621,0.001626712],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001791193,0.0008984514,0.9173339,0.0001285832,0.0006350186,0.05076541,0.0000811154,0.000006432777,0.00003644417,0.000001219321,0.001030054,0.02729218],"study_design_scores_gemma":[0.0001728592,0.0000994611,0.987757,0.0008856129,0.0005186968,0.004653815,0.0008245971,0.00002193251,0.00008402381,0.00004593815,0.00449175,0.0004442849],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9864492,0.0005219789,0.000007242658,0.002083675,0.002877046,0.0006491071,0.0001151784,0.0000265464,0.007269993],"genre_scores_gemma":[0.9953007,0.0001237812,0.00006397441,0.0003940554,0.0008053503,0.00003457529,0.00008375122,0.0000856581,0.003108218],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07042313,"threshold_uncertainty_score":0.999837,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07732263651533483,"score_gpt":0.393733883421466,"score_spread":0.3164112469061311,"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."}}