{"id":"W2416914830","doi":"","title":"Changing management of localized prostate cancer: a comparison survey of Ontario radiation oncologists.","year":2006,"lang":"en","type":"article","venue":"PubMed","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre","funders":"","keywords":"Medicine; Prostate cancer; Radiation therapy; Prostate; Cancer; Genitourinary system; Hormonal therapy; Brachytherapy; Medical physics; Oncology; Radiology; Internal medicine","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":[0.0007725021,0.0001723729,0.0001793177,0.0008966847,0.001101328,0.0005745121,0.0005665853,0.0004168468,0.00188899],"category_scores_gemma":[0.003047665,0.0003047382,0.0002897423,0.002278024,0.0004993518,0.0004330098,0.0007538573,0.0002946499,0.0002428878],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01117828,"about_ca_system_score_gemma":0.008758763,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8297354,"about_ca_topic_score_gemma":0.9123818,"domain_scores_codex":[0.9987472,0.0001305679,0.0001150334,0.0001399181,0.0005856128,0.0002815689],"domain_scores_gemma":[0.9960322,0.0003027036,0.001739895,0.0000875782,0.0009246666,0.0009130019],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004267042,0.00003397258,0.9922345,0.0000663245,0.0000168201,0.00008817593,0.002038452,0.00002593661,0.0002585386,0.00001570853,0.000773347,0.004405538],"study_design_scores_gemma":[0.000003433996,0.00003430129,0.9981033,0.000008694263,0.000002777176,0.00003177607,0.001199653,0.00002520403,0.00001359248,0.000001590509,0.0005734182,0.000002312235],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.996192,0.0005220923,0.00005459529,0.0006977319,0.000008122972,0.00005621268,0.0008436452,0.000008234791,0.001617503],"genre_scores_gemma":[0.9980107,0.0004094442,0.00009193288,0.0003468716,0.000005931346,0.00003730261,0.0004475538,0.000003402475,0.0006468144],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1702646,"threshold_uncertainty_score":0.3425346,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03961541209505466,"score_gpt":0.2878940739143754,"score_spread":0.2482786618193208,"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."}}