{"id":"W3200874113","doi":"10.1093/dote/doab052.563","title":"563 VARIATION IN TREATMENT PATTERNS AND OUTCOMES FOR RESECTED ESOPHAGEAL CANCER AT DESIGNATED THORACIC SURGERY CENTERS","year":2021,"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 of Manitoba; University of Toronto","funders":"","keywords":"Medicine; Neoadjuvant therapy; Lymph node; Esophageal cancer; Esophagectomy; Surgery; Retrospective cohort study; Cardiothoracic surgery; Cancer; Internal medicine; Breast cancer","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.000910001,0.0001425222,0.0002635847,0.0008767169,0.0008860758,0.0008104375,0.0006598255,0.0002413202,0.001696845],"category_scores_gemma":[0.003205949,0.0002326768,0.0005101815,0.002141698,0.0005876592,0.0002295351,0.0006255562,0.0002548817,0.0001813434],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006287587,"about_ca_system_score_gemma":0.005330931,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.7014705,"about_ca_topic_score_gemma":0.8362473,"domain_scores_codex":[0.9984784,0.0001903394,0.0001706613,0.0003478901,0.0003514938,0.0004612436],"domain_scores_gemma":[0.9957536,0.000356346,0.001950466,0.0002288267,0.0009950685,0.0007156398],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001748284,0.000003656326,0.9989257,0.000008366733,0.00002423704,0.00001736111,0.00009738146,0.00003840646,0.00006479658,0.00001284373,0.0002238937,0.0005658106],"study_design_scores_gemma":[0.000001558132,0.000006774658,0.9995635,0.00000670774,0.000005125928,0.00001865503,0.0001810593,0.00006113064,0.0000170996,0.000004313226,0.0001323323,0.000001688655],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9958248,0.0003493828,0.0001346852,0.0001490322,0.000009107692,0.00002564993,0.002248259,0.000007981582,0.001251077],"genre_scores_gemma":[0.9989685,0.00006137104,0.00004649157,0.00003337777,0.000003013411,0.000007092881,0.0007329891,0.000002404093,0.0001448279],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7014705,"threshold_uncertainty_score":0.6005752,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03484846933640341,"score_gpt":0.3464678476476891,"score_spread":0.3116193783112857,"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."}}