{"id":"W4297216166","doi":"10.1093/dote/doac051.317","title":"317. ABSOLUTE LYMPH NODE YIELD AND LYMPH NODE RATIO ARE PREDICTORS OF SURVIVAL AND IMPORTANT QUALITY METRICS IN ESOPHAGEAL CANCER SURGERY","year":2022,"lang":"en","type":"article","venue":"Diseases of the Esophagus","topic":"Esophageal Cancer Research and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network","funders":"","keywords":"Medicine; Esophagectomy; Neoadjuvant therapy; Lymph node; Lymphadenectomy; Esophageal cancer; Stage (stratigraphy); Internal medicine; Lymph; Cancer; Surgery; Oncology; Gastroenterology; Pathology","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":[0.0009390832,0.0001974077,0.0002062787,0.0004889838,0.0002048258,0.0005289387,0.0002276028,0.0002827931,0.004007963],"category_scores_gemma":[0.004196075,0.0001154937,0.0004281389,0.0006646611,0.0002197584,0.0003909956,0.0003852142,0.0004992516,0.0004924616],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00021046,"about_ca_system_score_gemma":0.0002853391,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001459935,"about_ca_topic_score_gemma":0.001901394,"domain_scores_codex":[0.9997342,0.00009842825,0.00003646979,0.0000323347,0.00006152689,0.00003708161],"domain_scores_gemma":[0.9972605,0.0008749688,0.0009851739,0.0001181875,0.000299597,0.0004616219],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006682637,0.000009510998,0.9983402,0.000007601778,0.00002141937,0.0000177649,0.000005642701,0.00007160164,0.00007278014,0.000009488794,0.00009839961,0.001278728],"study_design_scores_gemma":[0.000003771168,0.0001002708,0.9984545,0.000005763587,0.00002117752,0.0001182949,0.00005261444,0.0009194653,0.00007594594,0.00008429216,0.0001610796,0.000002927981],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973346,0.00069419,0.0003378553,0.0002115687,0.00002664812,0.000008583554,0.0006029904,0.0000099424,0.0007737015],"genre_scores_gemma":[0.9993468,0.00006881791,0.0001139754,0.00001612811,0.00001512855,0.000004038016,0.0002719575,0.000002240313,0.0001608273],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004007963,"threshold_uncertainty_score":0.01340801,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03514214922924473,"score_gpt":0.3136946420593055,"score_spread":0.2785524928300608,"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."}}