{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003765565,0.00009283859,0.0004181502,0.00007796997,0.0001110815,0.00001076773,0.00009203412,0.00001417145,0.0001532166],"category_scores_gemma":[0.00003085059,0.00008045368,0.0001796307,0.0001409918,0.00002288904,0.00009408944,0.0001814846,0.00002247805,3.756882e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002399538,"about_ca_system_score_gemma":0.00006592348,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00287479,"about_ca_topic_score_gemma":0.00001875925,"domain_scores_codex":[0.9992164,0.00003024218,0.0002403218,0.0001734001,0.0001854545,0.0001541984],"domain_scores_gemma":[0.9993407,0.0002405346,0.0001634552,0.0001692426,0.00002970201,0.00005632541],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001972243,0.0003770248,0.9592458,0.0002332031,0.001505587,0.00003203314,0.0002570418,0.00002192326,0.00000370807,0.000084578,0.01449387,0.02354798],"study_design_scores_gemma":[0.004988631,0.0007408657,0.9474174,0.0004412502,0.001010517,0.000002882666,0.003592923,0.00007278316,0.005874795,0.00108612,0.03447624,0.0002956065],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9947243,0.002463327,0.000006628716,0.0005000335,0.0001340245,0.0009376481,0.0001517157,0.000005883399,0.001076437],"genre_scores_gemma":[0.9960073,0.002663833,0.000149376,0.0001605092,0.000005464975,0.0004415895,0.00006814888,0.00001491778,0.0004888565],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02325238,"threshold_uncertainty_score":0.4345842,"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."}}