{"id":"W3005316833","doi":"10.1200/jco.2020.38.15_suppl.e19301","title":"Real-world treatment attrition rates in advanced esophagogastric cancer.","year":2020,"lang":"en","type":"article","venue":"Journal of Clinical Oncology","topic":"Esophageal Cancer Research and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Cancer Agency","funders":"","keywords":"Medicine; Internal medicine; Cancer; Proportional hazards model; Attrition; Adenocarcinoma; Survival analysis; Oncology; Gastroenterology; Surgery","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":[0.01588275,0.000186738,0.0006578245,0.001644425,0.0009092491,0.001339645,0.001206884,0.0007711272,0.003652004],"category_scores_gemma":[0.0525561,0.0003388562,0.001272199,0.004685085,0.0005052521,0.001444239,0.001697962,0.001707265,0.0005436085],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003338738,"about_ca_system_score_gemma":0.002289856,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0166717,"about_ca_topic_score_gemma":0.01909469,"domain_scores_codex":[0.9811999,0.00781664,0.003544036,0.002162724,0.003951696,0.001325078],"domain_scores_gemma":[0.8977081,0.02414593,0.06728885,0.003951919,0.004821393,0.002083882],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004849457,0.00005814219,0.9874263,0.0001256926,0.0001269127,0.0000408989,0.0001893895,0.0002918502,0.00003805157,0.0001061782,0.001345626,0.009765959],"study_design_scores_gemma":[0.00004095146,0.0001553682,0.9948526,0.0001567,0.00009086535,0.0002405619,0.0003217401,0.001561203,0.0001178086,0.0001605907,0.002281285,0.00002023808],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.971309,0.004156541,0.001456508,0.001831698,0.00005269831,0.0003060908,0.01824654,0.00005178476,0.002589172],"genre_scores_gemma":[0.9895176,0.0006399149,0.0007863488,0.0005157355,0.00005304416,0.0002782755,0.00778759,0.00002588425,0.0003956805],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0166717,"threshold_uncertainty_score":0.08399707,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2571043513110795,"score_gpt":0.5570533939767022,"score_spread":0.2999490426656227,"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."}}