{"id":"W4384257863","doi":"10.1093/dote/doad043","title":"Survival and perioperative outcomes of octo- and nonagenarians with resectable esophageal carcinoma","year":2023,"lang":"en","type":"article","venue":"Diseases of the Esophagus","topic":"Esophageal Cancer Research and Treatment","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre; Montreal General Hospital","funders":"","keywords":"Medicine; Perioperative; Esophageal cancer; Cohort; Chemoradiotherapy; Adenocarcinoma; Retrospective cohort study; Carcinoma; Surgery; Internal medicine; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0000955461,0.0001573971,0.0004030595,0.00009292983,0.000113836,0.00001459577,0.0001036302,0.0000317932,0.00003219447],"category_scores_gemma":[0.0001131054,0.00008698538,0.00008568986,0.0003058698,0.0003811295,0.00006712128,0.0001528616,0.00009125043,0.000002222386],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003052365,"about_ca_system_score_gemma":0.0001821396,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003625609,"about_ca_topic_score_gemma":0.00005155617,"domain_scores_codex":[0.9988445,0.00007465912,0.0001670348,0.0002416496,0.0004257446,0.0002463942],"domain_scores_gemma":[0.9991297,0.0001563806,0.00006498233,0.0003331619,0.0001079073,0.0002078265],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007869016,0.0001355607,0.9969921,0.0002337015,0.0002496632,0.0002366994,0.0003461728,0.00001003613,0.00002552904,0.0005545274,0.00007193227,0.0003571814],"study_design_scores_gemma":[0.002754221,0.0007913912,0.9926203,0.0000534796,0.0002064761,0.00001478675,0.000495429,0.00008875108,0.002845125,0.00006411187,0.000001975022,0.00006398044],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9396662,0.05860554,0.000001308042,0.0007343168,0.00004531069,0.0005475759,0.000230692,0.00002662615,0.000142434],"genre_scores_gemma":[0.9983121,0.0001213857,0.00003957636,0.00003898832,0.00003040234,0.00004220882,0.00002007073,0.00002048791,0.001374797],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05864588,"threshold_uncertainty_score":0.3547161,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01627809829203903,"score_gpt":0.2889439698162865,"score_spread":0.2726658715242474,"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."}}