{"id":"W2891166620","doi":"10.1093/dote/doy089.ps01.209","title":"PS01.209: POPULATION-LEVEL SURVIVAL FOR ESOPHAGEAL CANCER: AN ANALYSIS OF 13,930 PATIENTS IN A REGIONALIZED, SINGLE-PAYER HEALTH SYSTEM","year":2018,"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; Cancer registry; Proportional hazards model; Cancer; Population; Perioperative; Esophageal cancer; Cohort; Retrospective cohort study; Survival analysis; Surgery; Internal medicine; Environmental health","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":[0.000797586,0.0003306589,0.0004516155,0.001009026,0.000748162,0.0008435264,0.0008925837,0.0004449649,0.001787685],"category_scores_gemma":[0.00161607,0.0003453816,0.0009470712,0.003209009,0.0003922179,0.0004553417,0.0007368065,0.0005801923,0.0003318435],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002494795,"about_ca_system_score_gemma":0.002963802,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3092059,"about_ca_topic_score_gemma":0.2961307,"domain_scores_codex":[0.9993147,0.0001174403,0.00007126797,0.0002060876,0.0001318944,0.0001587343],"domain_scores_gemma":[0.9984231,0.0001408776,0.0006597885,0.0001340799,0.0002830377,0.0003591768],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004924524,0.00001385635,0.9991798,0.000005740474,0.00005253679,0.00003416581,0.00004248303,0.00005591452,0.00003683949,0.000006451271,0.0002226228,0.0003003065],"study_design_scores_gemma":[0.00001135949,0.00003281,0.9992313,0.00000426164,0.00003053895,0.0000501676,0.0001793024,0.0002930754,0.00001378784,0.000007829972,0.0001421562,0.000003483494],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9943326,0.0001377397,0.00008194106,0.00005330598,0.000004263716,0.00001811532,0.005151985,0.000005035507,0.0002150457],"genre_scores_gemma":[0.9963775,0.00007868819,0.00007242421,0.00003544949,0.000008309714,0.00002002211,0.003258274,0.000002902784,0.0001464288],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3092059,"threshold_uncertainty_score":0.6148123,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04929863593700877,"score_gpt":0.3619165908835411,"score_spread":0.3126179549465323,"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."}}