{"id":"W4210263524","doi":"10.1007/s00345-021-03926-9","title":"Real-world data comparing minimally invasive surgeries for benign prostatic hyperplasia","year":2022,"lang":"en","type":"article","venue":"World Journal of Urology","topic":"Urinary Bladder and Prostate Research","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; University Health Network; Centre Hospitalier de l’Université de Montréal","funders":"U.S. Food and Drug Administration","keywords":"Medicine; Nephrology; Urology; Population; Comorbidity; Internal medicine; Proportional hazards model; Surgery","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":[0.003303887,0.0003938259,0.0006936293,0.001661516,0.0003583482,0.001380597,0.0007434314,0.001027776,0.002940815],"category_scores_gemma":[0.03045072,0.0001849612,0.00129851,0.002194294,0.0007316704,0.001184721,0.0007636022,0.0007340589,0.0006350611],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005033778,"about_ca_system_score_gemma":0.0005255347,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002416982,"about_ca_topic_score_gemma":0.003295906,"domain_scores_codex":[0.9943494,0.002465675,0.0009055549,0.0008477372,0.001113409,0.0003181696],"domain_scores_gemma":[0.957643,0.02984822,0.006290803,0.002938857,0.002188938,0.001090203],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01303727,0.0009843269,0.9219315,0.001642173,0.004052853,0.0005710218,0.0004583871,0.005885846,0.001296098,0.0007150782,0.006618509,0.04280697],"study_design_scores_gemma":[0.0006450105,0.003060279,0.972586,0.0002580577,0.001289585,0.002544608,0.001320256,0.006603081,0.001057112,0.0009638449,0.009556677,0.0001154785],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.979084,0.002068624,0.0005221255,0.0003194186,0.00005360916,0.00004771828,0.01674131,0.00002592558,0.001137455],"genre_scores_gemma":[0.973359,0.0004314225,0.0007037089,0.0001183793,0.00005398552,0.00006310151,0.02505594,0.00001618139,0.0001981481],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003303887,"threshold_uncertainty_score":0.0174728,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09721200562618172,"score_gpt":0.3612855901863874,"score_spread":0.2640735845602057,"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."}}