{"id":"W2033796117","doi":"10.1016/j.ijrobp.2014.05.019","title":"Bringing Global Access to Radiation Therapy: Time for a Change in Approach","year":2014,"lang":"en","type":"editorial","venue":"International Journal of Radiation Oncology*Biology*Physics","topic":"Advances in Oncology and Radiotherapy","field":"Medicine","cited_by":27,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; University Health Network; Princess Margaret Cancer Centre","funders":"","keywords":"Medicine; International agency; Cancer; Agency (philosophy); Population; Disease; Global health; World population; Health care; Demography; Gerontology; Economic growth; Environmental health; Public health; Pathology; Internal medicine; Social science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.001401727,0.0004354965,0.001314403,0.0004275619,0.00008364478,0.0000585098,0.0009869841,0.00142037,0.00004741418],"category_scores_gemma":[0.001480387,0.0003947196,0.0004190156,0.0003362825,0.0001608152,0.000468801,0.00009115174,0.001069075,0.00002152412],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003362182,"about_ca_system_score_gemma":0.001480087,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003007986,"about_ca_topic_score_gemma":0.000008064112,"domain_scores_codex":[0.9970104,0.0003315523,0.001175462,0.0005206955,0.0005233168,0.0004385408],"domain_scores_gemma":[0.994904,0.001627309,0.001866545,0.0002466721,0.001158733,0.0001966813],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.003586843,0.0007968061,0.02841629,0.00004814439,0.001010852,0.0000284131,0.0005150189,0.0008903883,0.0001260854,0.000838908,0.3624496,0.6012926],"study_design_scores_gemma":[0.01191145,0.002517986,0.003990188,0.0001683561,0.0001264008,0.00008395404,0.000008105982,0.00471803,0.00006962909,0.003451626,0.9725932,0.000361096],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.007902441,0.00424271,0.1151929,0.006444717,0.8615239,0.002644363,0.0005598312,0.0001051136,0.001383978],"genre_scores_gemma":[0.01371009,0.004764909,0.01261028,0.004496041,0.9626932,0.0002715067,0.001205031,0.0001068196,0.0001421304],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.6101435,"threshold_uncertainty_score":0.999876,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02935120201225109,"score_gpt":0.422670860815805,"score_spread":0.3933196588035539,"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."}}