{"id":"W4293486071","doi":"10.1097/as9.0000000000000192","title":"Risk Factors, Diagnosis and Management of Chyle Leak Following Esophagectomy for Cancers","year":2022,"lang":"en","type":"article","venue":"Annals of Surgery Open","topic":"Lymphatic Disorders and Treatments","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Toronto General Hospital","funders":"Madda Walabu University; Universiteit van Amsterdam; Taipei Veterans General Hospital; Università degli Studi di Verona; Karolinska Institutet; Institut National de la Santé et de la Recherche Médicale; Cancer Center Amsterdam; Amsterdam University Medical Centers; National Institute for Health and Care Research; Université de Lille; McGill University; Helsingin Yliopisto","keywords":"Chyle; Esophagectomy; Leak; Medicine; Esophageal cancer; Chylothorax; General surgery; Intensive care medicine; Surgery; Cancer; Internal medicine; Complication; Engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1367447,0.0006036303,0.0007898524,0.003510416,0.002082221,0.002074153,0.001165706,0.001794314,0.001765311],"category_scores_gemma":[0.134636,0.0006702477,0.001926177,0.001739365,0.002591598,0.002684446,0.006334631,0.002028016,0.0002838236],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004048029,"about_ca_system_score_gemma":0.01489116,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002232492,"about_ca_topic_score_gemma":0.003232844,"domain_scores_codex":[0.8793433,0.09824704,0.01175149,0.002020191,0.004858664,0.003779304],"domain_scores_gemma":[0.9287102,0.05003808,0.007035648,0.001737109,0.01035339,0.002125651],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001550113,0.0005142537,0.1721094,0.02221893,0.001044596,0.00258574,0.2877293,0.003843788,0.006915372,0.01176961,0.01627351,0.4734454],"study_design_scores_gemma":[0.0005434811,0.005424517,0.1892834,0.06397241,0.001710027,0.007305193,0.5333794,0.009505863,0.007012757,0.03915153,0.1417856,0.0009256699],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8257205,0.01881993,0.05177164,0.05614686,0.001245942,0.01456745,0.0006379565,0.00008378825,0.03100586],"genre_scores_gemma":[0.9262633,0.009940221,0.05050891,0.005481421,0.0002820505,0.006449795,0.0002385254,0.00001727836,0.0008185449],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1367447,"threshold_uncertainty_score":0.7231839,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1318601230132154,"score_gpt":0.3691823740461897,"score_spread":0.2373222510329743,"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."}}