{"id":"W3010264898","doi":"10.1002/cam4.2948","title":"Surveillance and outcomes after curative resection for gastroesophageal adenocarcinoma","year":2020,"lang":"en","type":"article","venue":"Cancer Medicine","topic":"Esophageal Cancer Research and Treatment","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto General Hospital; Mount Sinai Hospital; Princess Margaret Cancer Centre; University of Toronto; University Health Network","funders":"","keywords":"Medicine; Cohort; Surgery; Salvage therapy; Adenocarcinoma; Retrospective cohort study; Medical record; Adjuvant therapy; Log-rank test; Survival analysis; Internal medicine; Chemotherapy; Cancer","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001204665,0.0001826246,0.0004498035,0.00005816857,0.00006762015,0.000008157242,0.00004881707,0.000047608,0.000382526],"category_scores_gemma":[0.0002346163,0.0001221214,0.00005946913,0.0001667716,0.0001880891,0.0000700055,0.00002916493,0.0001703056,0.000006486714],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001373638,"about_ca_system_score_gemma":0.0001192329,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001097185,"about_ca_topic_score_gemma":0.0001058445,"domain_scores_codex":[0.9987508,0.00003458219,0.0002092553,0.0003842376,0.0003029569,0.0003181772],"domain_scores_gemma":[0.999042,0.0001171478,0.00005524632,0.000147593,0.0001594266,0.0004785774],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005151617,0.00002885019,0.9796866,0.000355223,0.000183187,0.0001935346,0.001045406,0.000001169765,0.0001639663,0.00005626297,0.007455743,0.005678431],"study_design_scores_gemma":[0.008028921,0.004862732,0.9832832,0.0001300297,0.0001008825,0.00002281674,0.000219295,0.0001901513,0.0008181929,0.00007812612,0.002167783,0.00009786913],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7071563,0.1149376,0.001158591,0.172817,0.000415276,0.002633379,0.0002101194,0.0001373793,0.0005342956],"genre_scores_gemma":[0.992407,0.0006382787,0.0002116206,0.004726339,0.0008705299,0.0006287141,0.00003629013,0.00002620138,0.0004550838],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2852506,"threshold_uncertainty_score":0.4979968,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04265211166844381,"score_gpt":0.359813505156984,"score_spread":0.3171613934885402,"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."}}