{"id":"W3124633332","doi":"10.1200/go.20.00562","title":"Global Access to Radiotherapy—Work in Progress","year":2021,"lang":"en","type":"article","venue":"JCO Global Oncology","topic":"Advances in Oncology and Radiotherapy","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":false,"ca_institutions":"Princess Margaret Cancer Centre","funders":"","keywords":"Radiation therapy; Work (physics); Computer science; Medicine; Engineering; Internal medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009615576,0.0007817932,0.001112566,0.002095862,0.001060317,0.008079994,0.001513955,0.002904337,0.0404375],"category_scores_gemma":[0.01610718,0.0002859707,0.001070422,0.003994435,0.002631633,0.007061692,0.007551364,0.003976075,0.003787582],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004707577,"about_ca_system_score_gemma":0.02670091,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01611897,"about_ca_topic_score_gemma":0.01276692,"domain_scores_codex":[0.9973136,0.0009854693,0.0001730929,0.0002422946,0.0005037736,0.0007818307],"domain_scores_gemma":[0.984144,0.005298405,0.001528876,0.0007149689,0.002553576,0.005760232],"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":[0.0002070924,0.000157335,0.01248834,0.00436937,0.0001753488,0.0001549349,0.001070851,0.0006994199,0.0002891413,0.03798883,0.1896286,0.7527707],"study_design_scores_gemma":[0.00004280072,0.0001452873,0.01274082,0.007365364,0.000128265,0.0002765723,0.002923511,0.0001844564,0.0002334821,0.01765053,0.9582654,0.00004373689],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.007268777,0.5077772,0.003091903,0.4051442,0.0102799,0.00006405549,0.001621148,0.0004029765,0.06434971],"genre_scores_gemma":[0.1476564,0.7552423,0.007604546,0.05727648,0.01303606,0.0001865652,0.003601182,0.0003188625,0.01507758],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.0404375,"threshold_uncertainty_score":0.1352769,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02321312142129556,"score_gpt":0.4617196947358642,"score_spread":0.4385065733145686,"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."}}