{"id":"W1974800834","doi":"10.1016/j.ijrobp.2014.11.026","title":"A Comparison of Evidence-Based Estimates and Empirical Benchmarks of the Appropriate Rate of Use of Radiation Therapy in Ontario","year":2015,"lang":"en","type":"article","venue":"International Journal of Radiation Oncology*Biology*Physics","topic":"Advances in Oncology and Radiotherapy","field":"Medicine","cited_by":46,"is_retracted":false,"has_abstract":false,"ca_institutions":"BC Cancer Agency; Queen's University","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Benchmark (surveying); Confidence interval; Poisson regression; Statistics; Population; Poisson distribution; Rate ratio; Demography; Internal medicine; Mathematics; Environmental health; Cartography","routes":{"ca_aff":true,"ca_fund":true,"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":[0.03040135,0.0005004952,0.00129629,0.003690289,0.00113639,0.002401161,0.003599813,0.001428302,0.00208079],"category_scores_gemma":[0.2046502,0.0006363455,0.001784729,0.008106343,0.002140254,0.001335611,0.002490885,0.001267374,0.000113549],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.06317618,"about_ca_system_score_gemma":0.07441607,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9325584,"about_ca_topic_score_gemma":0.9362126,"domain_scores_codex":[0.9668569,0.01340509,0.004634081,0.001478585,0.01208801,0.001537342],"domain_scores_gemma":[0.8050908,0.1125951,0.03498068,0.004360357,0.03917759,0.003795458],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004724261,0.0002473083,0.8401776,0.01228046,0.005910307,0.0002368637,0.00434477,0.0209168,0.0002815027,0.01452832,0.01582904,0.08052273],"study_design_scores_gemma":[0.001592438,0.0006308367,0.9551209,0.005636583,0.004084367,0.0001480906,0.003855143,0.01246712,0.0004832648,0.002466551,0.01335987,0.0001548417],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.834208,0.06308126,0.006251546,0.02481732,0.0003736824,0.001217624,0.0323093,0.0001070982,0.03763421],"genre_scores_gemma":[0.9927757,0.003326909,0.001431019,0.0004871383,0.00002773671,0.0001471989,0.001559705,0.00001166475,0.0002329675],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9368238,"threshold_uncertainty_score":0.4583774,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1494724058603801,"score_gpt":0.4508968085721982,"score_spread":0.3014244027118181,"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."}}