{"id":"W3185181555","doi":"10.1371/journal.pone.0254143","title":"High regional variation in prostate surgery for benign prostatic hyperplasia in Switzerland","year":2021,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung; Julian Schwinger Foundation for Physics Research; Gottfried und Julia Bangerter-Rhyner-Stiftung; University of Bern","keywords":"Medicine; Prostatectomy; Urology; Prostate; Prostate cancer; Gynecology; Internal medicine; Cancer","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":[0.0007835635,0.0001991009,0.0001907777,0.001145396,0.0002517593,0.0005232944,0.0002360773,0.0001978068,0.001337957],"category_scores_gemma":[0.001844376,0.0001051138,0.0005285401,0.00120644,0.000333099,0.0001886513,0.0005243544,0.0001984026,0.0001571627],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006136064,"about_ca_system_score_gemma":0.0004350521,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03972832,"about_ca_topic_score_gemma":0.04678924,"domain_scores_codex":[0.9992886,0.0002313732,0.00004299374,0.0001994145,0.0001310523,0.0001065428],"domain_scores_gemma":[0.9984357,0.0004345514,0.0006393812,0.0001099888,0.0002122183,0.0001681227],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004046756,0.000006921473,0.9958682,0.00002323637,0.00009085408,0.00006954269,0.0002394056,0.000649805,0.0002794931,0.00009964057,0.0003073762,0.002325161],"study_design_scores_gemma":[0.000001550789,0.00001371432,0.9990565,0.000007130906,0.00001092211,0.00006443427,0.0001315419,0.0004796966,0.0000391535,0.00003488118,0.0001562859,0.000004323249],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975931,0.0005667612,0.0003906518,0.00009775665,0.00000865585,0.0000059985,0.0007786815,0.00001812386,0.0005401158],"genre_scores_gemma":[0.9994104,0.00006193424,0.00007222067,0.000007836366,0.00000657998,0.000003016878,0.0003849964,0.000002415695,0.00005062504],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03972832,"threshold_uncertainty_score":0.07899415,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05434013608986769,"score_gpt":0.2518751770659238,"score_spread":0.1975350409760561,"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."}}