{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004382197,0.000228427,0.0003143555,0.001111262,0.001586322,0.001027042,0.0009057727,0.0003083569,0.00165168],"category_scores_gemma":[0.002082539,0.0003092024,0.0005097477,0.005164009,0.0006068739,0.0003057952,0.0008031176,0.0004069727,0.0001462895],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02875273,"about_ca_system_score_gemma":0.03164321,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9938954,"about_ca_topic_score_gemma":0.9967396,"domain_scores_codex":[0.9990224,0.00005937882,0.00009456838,0.0001268108,0.0003508843,0.0003460263],"domain_scores_gemma":[0.9968235,0.0001322788,0.001234823,0.00007499301,0.001042791,0.0006916436],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004049245,0.0000156423,0.9944661,0.00005506085,0.00003731129,0.00008017169,0.0004693017,0.0001176607,0.0001430322,0.00007888698,0.001434511,0.003061729],"study_design_scores_gemma":[0.000006395248,0.00001168598,0.9983115,0.00003495397,0.00001281322,0.00005913011,0.0005170236,0.0001800494,0.00002315398,0.00001214346,0.0008255055,0.000005638966],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9821619,0.002273676,0.000160283,0.001368749,0.0000191466,0.00007757796,0.01030581,0.00002215535,0.003610503],"genre_scores_gemma":[0.995408,0.00116007,0.0001556941,0.0001976049,0.00001047331,0.00001853571,0.002449902,0.000005827928,0.0005939205],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02875273,"threshold_uncertainty_score":0.2086166,"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."}}