{"id":"W3172647021","doi":"10.1200/go.21.00029","title":"Global Radiotherapy: Current Status and Future Directions—White Paper","year":2021,"lang":"en","type":"article","venue":"JCO Global Oncology","topic":"Advances in Oncology and Radiotherapy","field":"Medicine","cited_by":136,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; University Health Network","funders":"","keywords":"Psychological intervention; Global health; Agency (philosophy); Medicine; White paper; Scale (ratio); Business; Political science; Economic growth; Geography; Nursing; Public health; Sociology; Economics","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":[0.008132048,0.0006435273,0.0008306955,0.00207234,0.00137069,0.006771124,0.002153242,0.004534285,0.02819552],"category_scores_gemma":[0.01010731,0.0003760924,0.0009532096,0.003576327,0.002040838,0.009561909,0.00462242,0.005716061,0.01056236],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003350888,"about_ca_system_score_gemma":0.01698779,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00709395,"about_ca_topic_score_gemma":0.009541555,"domain_scores_codex":[0.9974885,0.0006940866,0.0002174182,0.0002911697,0.0009408704,0.0003680116],"domain_scores_gemma":[0.9917333,0.002294382,0.0005504096,0.0004500067,0.003074834,0.001896952],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003286628,0.00004782171,0.0005200437,0.002156679,0.00001976449,0.00006780973,0.000281979,0.0002586174,0.0002102763,0.014257,0.6687123,0.3134348],"study_design_scores_gemma":[0.000002490191,0.00001667424,0.0003231603,0.001944238,0.000009465269,0.00005576917,0.0002576088,0.00003874392,0.00006747619,0.003013567,0.9942634,0.000007470383],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.001034649,0.5282083,0.002599167,0.3269596,0.07583865,0.0001669079,0.001248477,0.0006103356,0.06333384],"genre_scores_gemma":[0.01271388,0.8179717,0.007960509,0.08375853,0.03184316,0.0002731144,0.002695988,0.0005004095,0.04228272],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.02819552,"threshold_uncertainty_score":0.09432346,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009559930912519402,"score_gpt":0.379819025357891,"score_spread":0.3702590944453716,"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."}}