{"id":"W2923666866","doi":"10.2147/rru.s188966","title":"&lt;p&gt;Changes in risk-group stratification of patients undergoing radical prostatectomy at the Southern Alberta Institute of Urology over time&lt;/p&gt;","year":2019,"lang":"en","type":"article","venue":"Research and Reports in Urology","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; University of Manitoba","funders":"","keywords":"Medicine; Prostate cancer; Prostatectomy; Concordance; Urology; Gynecology; Biochemical recurrence; Prostate; Cancer; 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":[0.0005173429,0.000190761,0.0001544264,0.001213841,0.0003987031,0.0006669454,0.0005787166,0.0003022354,0.00125585],"category_scores_gemma":[0.002696896,0.0001467139,0.0002275509,0.001718132,0.0003298649,0.0003202705,0.0004168277,0.0003815399,0.0001975087],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002435524,"about_ca_system_score_gemma":0.002780826,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2021626,"about_ca_topic_score_gemma":0.2812114,"domain_scores_codex":[0.9994326,0.00006685829,0.00004551268,0.0000966345,0.0002028789,0.0001554455],"domain_scores_gemma":[0.9977239,0.0001682026,0.001148239,0.00005093425,0.0003405074,0.0005681748],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002725191,0.000007206004,0.9983814,0.000003819234,0.000008725388,0.00003745615,0.00005592853,0.00004002296,0.00005735769,0.00000622113,0.0001214736,0.00125319],"study_design_scores_gemma":[8.772937e-7,0.00001206744,0.9995944,0.000003791743,0.00000480696,0.00007070752,0.0001220178,0.00007271301,0.00002064538,0.000004199035,0.0000923631,0.00000148818],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984546,0.0003390977,0.0000488749,0.00009123635,0.00000678065,0.000008831608,0.0003129601,0.000006780359,0.0007308632],"genre_scores_gemma":[0.9993112,0.0001011836,0.00006088577,0.00002784233,0.00000917346,0.00000411074,0.0003393184,0.00000175264,0.0001446251],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2021626,"threshold_uncertainty_score":0.4019718,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01788636898468886,"score_gpt":0.2977049784960996,"score_spread":0.2798186095114107,"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."}}