{"id":"W2061781186","doi":"10.3747/co.21.2162","title":"Population-Based Utilization of Radiation Therapy by a Canadian Breast Cancer Cohort","year":2014,"lang":"en","type":"article","venue":"Current Oncology","topic":"Global Cancer Incidence and Screening","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; St. Michael's Hospital; Institute for Clinical Evaluative Sciences; Occupational Cancer Research Centre; Health Sciences Centre; University Health Network; University of Toronto; McMaster University; Cancer Care Ontario; Sunnybrook Health Science Centre","funders":"Ontario Ministry of Health and Long-Term Care; Ontario Institute for Cancer Research","keywords":"Medicine; Cohort; Breast cancer; Stage (stratigraphy); Population; Radiation therapy; Cancer; Cancer registry; Internal medicine; Oncology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.0007987976,0.0003766831,0.000344927,0.002229452,0.001756624,0.0009087762,0.001075107,0.0003746108,0.002053198],"category_scores_gemma":[0.002116261,0.000345324,0.0008117909,0.004920888,0.0004044261,0.0003508686,0.0005832665,0.000500251,0.0001913196],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02760146,"about_ca_system_score_gemma":0.02500903,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9955012,"about_ca_topic_score_gemma":0.9961973,"domain_scores_codex":[0.9988989,0.00004952628,0.00005706554,0.0001975761,0.0005550787,0.0002419137],"domain_scores_gemma":[0.99792,0.00008191053,0.0004450342,0.00008936632,0.001050911,0.0004128361],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000705959,0.00001545957,0.9928047,0.0000411757,0.0001224879,0.00004880893,0.0003223261,0.0002222743,0.0002153001,0.0001160077,0.00248045,0.003540409],"study_design_scores_gemma":[0.000007165019,0.00001461421,0.9978665,0.0000182108,0.00003262186,0.00004045112,0.0002346096,0.0004021393,0.00003001429,0.00001682567,0.001326845,0.00001013731],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9679381,0.001778436,0.0002343521,0.0008528969,0.00002373342,0.00008025405,0.0246294,0.00004294019,0.004419926],"genre_scores_gemma":[0.9925748,0.000694766,0.0002450069,0.000129351,0.00001030748,0.0000273815,0.00569336,0.000007530724,0.0006175305],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02760146,"threshold_uncertainty_score":0.2002636,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1344316060145402,"score_gpt":0.4299564355770863,"score_spread":0.2955248295625462,"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."}}