{"id":"W4220675169","doi":"10.1093/ejcts/ezac211","title":"A Delphi Consensus report from the \"Prolonged Air Leak: A Survey\" study group on prevention and management of postoperative air leaks after minimally invasive anatomical resections","year":2022,"lang":"en","type":"article","venue":"European Journal of Cardio-Thoracic Surgery","topic":"Pleural and Pulmonary Diseases","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut universitaire de cardiologie et de pneumologie de Québec","funders":"Ministero della Salute","keywords":"Medicine; Leak; Delphi method; Delphi; Surgery; Invasive surgery; Consensus conference; General surgery; Engineering; Computer science; 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":[0.1164594,0.001021329,0.0007423508,0.002794414,0.002747491,0.001511352,0.001053852,0.002691792,0.002928654],"category_scores_gemma":[0.1090017,0.00074021,0.001245938,0.001685459,0.001927737,0.001556784,0.006358685,0.001861898,0.0005249885],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003501911,"about_ca_system_score_gemma":0.0142947,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003152402,"about_ca_topic_score_gemma":0.001929918,"domain_scores_codex":[0.886837,0.09258788,0.008117106,0.002002017,0.006935768,0.00352019],"domain_scores_gemma":[0.885142,0.07622895,0.003912814,0.002757987,0.02909323,0.002865141],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.001478308,0.0007794519,0.08272077,0.008530271,0.000484058,0.002614706,0.5363316,0.002738944,0.01256463,0.006354639,0.04859266,0.29681],"study_design_scores_gemma":[0.0007298318,0.003451679,0.152335,0.01111912,0.0006907771,0.002787829,0.6169249,0.008745075,0.01395708,0.006568859,0.1820712,0.0006185234],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.861885,0.003233892,0.04642309,0.03192648,0.001567099,0.02316887,0.001438655,0.0001533428,0.03020362],"genre_scores_gemma":[0.9327771,0.003720244,0.027206,0.00767659,0.0002407703,0.02364109,0.000856917,0.00007784313,0.003803462],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1164594,"threshold_uncertainty_score":0.6159037,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04713418893587977,"score_gpt":0.3027928468270929,"score_spread":0.2556586578912131,"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."}}