{"id":"W2937002653","doi":"10.1016/j.clon.2019.03.046","title":"Comparison of Methods for Measuring Radiotherapy Utilisation","year":2019,"lang":"en","type":"article","venue":"Clinical Oncology","topic":"Advances in Oncology and Radiotherapy","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"Canadian Institutes of Health Research; Cancer Care Ontario","keywords":"Radiation therapy; Medicine; Cancer registry; Cancer; Incidence (geometry); Surgery; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[0.02134292,0.001391477,0.001650679,0.01200873,0.0005989615,0.003055957,0.002219303,0.001844314,0.004123772],"category_scores_gemma":[0.08713266,0.0008696631,0.002500438,0.009089692,0.0007917068,0.001864023,0.00191423,0.001161555,0.001112059],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002896453,"about_ca_system_score_gemma":0.001730012,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01051922,"about_ca_topic_score_gemma":0.01144169,"domain_scores_codex":[0.9682515,0.01642502,0.002623143,0.002067307,0.00991468,0.0007183534],"domain_scores_gemma":[0.8604765,0.1056432,0.009277639,0.005259355,0.01860369,0.0007395103],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.009199205,0.0005964506,0.4999245,0.003429939,0.003221405,0.0001227005,0.004084758,0.01190025,0.004250521,0.004898396,0.004258701,0.4541132],"study_design_scores_gemma":[0.0006494585,0.003481722,0.8912262,0.001169613,0.002172715,0.001557036,0.004847444,0.05215173,0.0155237,0.007250736,0.01941361,0.0005561493],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7146071,0.02730244,0.2000502,0.001106913,0.000820793,0.002923773,0.01302773,0.001540931,0.03862016],"genre_scores_gemma":[0.8129768,0.006982786,0.165152,0.0002565343,0.0001981913,0.002518235,0.004506194,0.0004967516,0.006912536],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02134292,"threshold_uncertainty_score":0.1128735,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3005902451470506,"score_gpt":0.6514322535844288,"score_spread":0.3508420084373782,"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."}}