{"id":"W2555218399","doi":"10.4236/ojts.2016.64006","title":"Incidence Risk and Independent Predictors of Prolonged Air Leak in 269 Consecutive Pulmonary Resection Patients over Nine Months: A Single-Center Retrospective Cohort Study","year":2016,"lang":"en","type":"article","venue":"Open Journal of Thoracic Surgery","topic":"Pleural and Pulmonary Diseases","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Surgery; Body mass index; Thoracotomy; Retrospective cohort study; 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":[0.0006782461,0.000326917,0.0005988503,0.0009909723,0.0006055898,0.000778843,0.0005170312,0.0005430469,0.001506626],"category_scores_gemma":[0.00159283,0.000603701,0.0007145338,0.001417386,0.0003541148,0.0007221485,0.0005957093,0.0006280952,0.0003134365],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004186849,"about_ca_system_score_gemma":0.0004994536,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007380763,"about_ca_topic_score_gemma":0.005606244,"domain_scores_codex":[0.9992725,0.0001067396,0.0001112061,0.0002542603,0.0001234723,0.0001317235],"domain_scores_gemma":[0.9983128,0.0002566699,0.0007750093,0.0001790437,0.0001485304,0.0003280184],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006721426,0.00002155627,0.9994879,0.000003496872,0.00002311632,0.00008820296,0.00003165658,0.0000150856,0.00006146319,0.000002873999,0.00002593293,0.0001713664],"study_design_scores_gemma":[0.000008787071,0.0001573146,0.9988507,0.000004270882,0.00002846732,0.0004853934,0.0001938527,0.000146574,0.00003289076,0.000005384215,0.00008177196,0.000004533726],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992855,0.000099203,0.00005905451,0.00001208067,0.000003817654,0.00001153173,0.0004084581,0.00000258565,0.0001176671],"genre_scores_gemma":[0.9993176,0.00007289371,0.00005073721,0.00001220988,0.000007510594,0.00001271884,0.0004743313,0.000001800584,0.00005013835],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007380763,"threshold_uncertainty_score":0.01467556,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02176364591017937,"score_gpt":0.2956333049194973,"score_spread":0.2738696590093179,"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."}}