{"id":"W2589704839","doi":"10.1200/jco.2013.31.31_suppl.116","title":"Determining the need and utilization of radiotherapy in cancers of the breast, cervix, lung, prostate, and rectum in Alberta, Canada.","year":2013,"lang":"en","type":"article","venue":"Journal of Clinical Oncology","topic":"Advances in Oncology and Radiotherapy","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; Alberta Health Services","funders":"","keywords":"Medicine; Rectum; Prostate; Cervix; Prostate cancer; Gynecology; Radiation therapy; Lung; Cancer; Internal medicine; Oncology","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0006922306,0.0002099395,0.0001864466,0.00162446,0.0009623427,0.0006076831,0.001052788,0.0002980914,0.001016616],"category_scores_gemma":[0.00231985,0.0002460803,0.0003012217,0.00313141,0.000407381,0.0001645138,0.0005507061,0.0003224845,0.0001361047],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02617365,"about_ca_system_score_gemma":0.02791936,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9914452,"about_ca_topic_score_gemma":0.9954877,"domain_scores_codex":[0.999124,0.00007633681,0.00006282128,0.0001014238,0.0004463054,0.0001892562],"domain_scores_gemma":[0.9985206,0.0001507599,0.0003226646,0.00003073775,0.0006777549,0.0002975129],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005234669,0.00001596861,0.9910806,0.00009796816,0.00002542796,0.00008940542,0.0003557498,0.0004574961,0.0001906419,0.00006683065,0.001142035,0.006425644],"study_design_scores_gemma":[0.000004471937,0.00002030403,0.9977652,0.00003239352,0.00002046905,0.00007702751,0.0007327757,0.0005223308,0.00007104768,0.00001944636,0.0007294477,0.000005010027],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9852849,0.00208807,0.0002435224,0.0006340547,0.00001098594,0.0000958754,0.008079692,0.00002473145,0.003538103],"genre_scores_gemma":[0.9955555,0.0008148404,0.0004382687,0.00007801969,0.000004970158,0.0000214609,0.002204354,0.000004181227,0.000878486],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02617365,"threshold_uncertainty_score":0.189904,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03489205954176013,"score_gpt":0.4292018333792226,"score_spread":0.3943097738374625,"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."}}