{"id":"W4206817231","doi":"10.1177/08258597211072946","title":"Palliative Radiotherapy for Esophageal and Gastric Cancer: Population-Based Patterns of Utilization and Outcomes in Ontario, Canada","year":2022,"lang":"en","type":"article","venue":"Journal of Palliative Care","topic":"Esophageal Cancer Research and Treatment","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"Queen's University","keywords":"Medicine; Brachytherapy; Esophageal cancer; Cohort; Cancer; Radiation therapy; Population; Palliative care; External beam radiotherapy; Surgery; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[0.00009146127,0.0001009689,0.0003592647,0.0001507622,0.00006487194,0.000006000597,0.00004073194,0.00001882783,0.0001234478],"category_scores_gemma":[0.00004551681,0.00008140858,0.00005463918,0.0001028197,0.00001335876,0.0000360157,0.00001235761,0.0001809376,4.231494e-9],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002488273,"about_ca_system_score_gemma":0.001502594,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6499112,"about_ca_topic_score_gemma":0.9064093,"domain_scores_codex":[0.9990258,0.00005762638,0.0002927027,0.0001118115,0.0003797676,0.0001322817],"domain_scores_gemma":[0.99914,0.0001677782,0.0002780212,0.00005237471,0.0002596582,0.00010212],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006013374,0.00005872674,0.9944361,0.0001350097,0.0001485864,0.0000721657,0.001516337,0.0005489646,0.00001098256,0.00001754496,0.00003397704,0.002420274],"study_design_scores_gemma":[0.005311011,0.00141351,0.991303,0.00009162855,0.0000572976,0.000001873008,0.001271951,0.000216679,0.000162924,0.00002154983,0.00009839908,0.00005020368],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9853787,0.01302028,0.0002324657,0.0005204742,0.00007241346,0.0004718594,0.0002993441,0.000001320181,0.000003189102],"genre_scores_gemma":[0.9988495,0.0003085638,0.0004601135,0.0001925184,0.00002312596,0.00005114695,0.00005486827,0.00001013991,0.00005003004],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2564981,"threshold_uncertainty_score":0.6506746,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04145537145027633,"score_gpt":0.3524518133912475,"score_spread":0.3109964419409711,"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."}}