{"id":"W4387207984","doi":"10.1016/j.ijrobp.2023.06.676","title":"Evaluating Geographic Access to Radiotherapy Services in Canada","year":2023,"lang":"en","type":"article","venue":"International Journal of Radiation Oncology*Biology*Physics","topic":"Advances in Oncology and Radiotherapy","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Alberta Health Services","funders":"ViewRay; Bristol-Myers Squibb","keywords":"Census; Medicine; Logistic regression; Decile; Demography; Population; Odds; Odds ratio; Environmental health; Statistics; Internal medicine","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":[0.00113151,0.0003597903,0.0004385062,0.002991058,0.00413535,0.002742647,0.002253288,0.0007112601,0.0045037],"category_scores_gemma":[0.01102084,0.0003507513,0.0008051475,0.01059501,0.001455193,0.0009074257,0.002198483,0.0008582338,0.0003458603],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.07614146,"about_ca_system_score_gemma":0.0996424,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9973309,"about_ca_topic_score_gemma":0.9987152,"domain_scores_codex":[0.9969152,0.0003645374,0.0002367834,0.0002113688,0.001188474,0.001083675],"domain_scores_gemma":[0.9884538,0.001126419,0.00180982,0.0001709146,0.005860104,0.002578956],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001389784,0.00009686134,0.9821815,0.00009495101,0.00009073986,0.0001821418,0.001814627,0.0008851729,0.00006942506,0.0007677541,0.002992614,0.01068526],"study_design_scores_gemma":[0.00002718457,0.00009345558,0.9748867,0.0001683098,0.0000995733,0.0001979517,0.01769525,0.001823939,0.0001488255,0.0002106576,0.004614741,0.00003361877],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9844934,0.000852003,0.0001401805,0.001348493,0.00002234516,0.0001167588,0.00392019,0.00001556426,0.009091183],"genre_scores_gemma":[0.9969151,0.0006134117,0.0002654315,0.0001927578,0.000009343911,0.00003190205,0.001043872,0.00000861506,0.000919561],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9238585,"threshold_uncertainty_score":0.5524476,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03464151147132333,"score_gpt":0.4364412460339233,"score_spread":0.4017997345626,"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."}}