{"id":"W2034833060","doi":"10.1016/j.urology.2013.04.060","title":"Variation in Treatment Recommendations of Adjuvant Radiation Therapy for High-risk Prostate Cancer by Physician Specialty","year":2013,"lang":"en","type":"article","venue":"Urology","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":33,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Montréal","funders":"","keywords":"Medicine; Prostatectomy; Prostate cancer; Radiation therapy; Radiation oncologist; Specialty; Internal medicine; Urology; Cancer; Oncology; Gynecology; Pathology","routes":{"ca_aff":true,"ca_fund":false,"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":[0.009471942,0.0001426741,0.0003922154,0.001623081,0.0005671349,0.0008040932,0.0008295173,0.000754097,0.002599239],"category_scores_gemma":[0.08588203,0.0002640452,0.0008033806,0.001772144,0.0002929986,0.0005035203,0.0006808125,0.0009822719,0.0004414656],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001749661,"about_ca_system_score_gemma":0.001714475,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01695429,"about_ca_topic_score_gemma":0.02731444,"domain_scores_codex":[0.9831459,0.01048759,0.001971767,0.001531776,0.002055059,0.0008078179],"domain_scores_gemma":[0.9181429,0.05973137,0.01011238,0.002785741,0.00718064,0.002046958],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006769218,0.00009885689,0.9056683,0.0002128118,0.0006995588,0.0001281064,0.002215425,0.001819757,0.001122782,0.0007001765,0.008395511,0.07826187],"study_design_scores_gemma":[0.00004998803,0.0001689042,0.9844943,0.0001786181,0.0001608545,0.0005373319,0.001886133,0.002835493,0.0006574266,0.000744903,0.008248199,0.00003785022],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9597051,0.007067666,0.007356864,0.008104073,0.0003426938,0.0001377068,0.002654289,0.0001582268,0.01447345],"genre_scores_gemma":[0.9948012,0.0006417264,0.002375694,0.0009090261,0.0000589059,0.00002286208,0.0007693893,0.00005125565,0.0003698838],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01695429,"threshold_uncertainty_score":0.050093,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01235320113275116,"score_gpt":0.283149484901738,"score_spread":0.2707962837689868,"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."}}