{"id":"W4312058795","doi":"10.1016/j.ijrobp.2022.12.021","title":"Proton Therapy in Canada: Toward Universal Access and Health Equity With a Publicly Funded Facility","year":2022,"lang":"en","type":"article","venue":"International Journal of Radiation Oncology*Biology*Physics","topic":"Radiation Therapy and Dosimetry","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Saskatchewan Cancer Agency; University of Saskatchewan; University of Alberta; McGill University Health Centre; Princess Margaret Cancer Centre; Dalhousie University; BC Children's Hospital; University of Toronto; University Health Network","funders":"","keywords":"Medicine; Equity (law); Health equity; Proton therapy; Family medicine; Nursing; Internal medicine; Public health; Law","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009553197,0.00014015,0.0004110147,0.0002024269,0.0001021897,0.00002930798,0.0003437588,0.0000625524,0.0001635597],"category_scores_gemma":[0.00005636944,0.000120093,0.00006257578,0.0002920023,0.0000853379,0.0003473854,0.0001041171,0.0005838206,6.476251e-7],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.004682375,"about_ca_system_score_gemma":0.006460284,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.07028972,"about_ca_topic_score_gemma":0.02055034,"domain_scores_codex":[0.9982916,0.0003288173,0.0005354111,0.0002143173,0.0004141565,0.00021576],"domain_scores_gemma":[0.9984919,0.0001252013,0.0008152555,0.0001092164,0.0003018553,0.0001565426],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00151148,0.000283586,0.8069124,0.000008933499,0.0001922081,0.00003808921,0.0004507764,0.0007375235,0.00007566558,0.001468904,0.0005471269,0.1877733],"study_design_scores_gemma":[0.02245002,0.006284768,0.8889022,0.00003236705,0.00003335328,0.0005199714,0.0009680208,0.002630989,0.0007818651,0.005270919,0.0718147,0.0003108669],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9726897,0.0005658533,0.002090501,0.02285367,0.0006983471,0.0006246457,0.0001264351,0.0000178976,0.0003328901],"genre_scores_gemma":[0.99439,0.0005603909,0.0002151392,0.004428058,0.0002677882,0.00002809862,0.00008390265,0.0000103959,0.00001622841],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1874625,"threshold_uncertainty_score":0.9991722,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06914196838707408,"score_gpt":0.379260029642371,"score_spread":0.310118061255297,"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."}}