{"id":"W4236084134","doi":"10.5489/cuaj.1471","title":"Appropriate workup for lower urinary tract symptoms in men","year":2012,"lang":"en","type":"article","venue":"Canadian Urological Association Journal","topic":"Urinary Bladder and Prostate Research","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Watchful waiting; Medicine; Lower urinary tract symptoms; Cystoscopy; Urinary system; Physical examination; Surgery; Urology; Internal medicine; Prostate; Prostate cancer","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005356169,0.0005210243,0.001009649,0.001815168,0.001360653,0.0004999988,0.0004703048,0.001002814,0.004525296],"category_scores_gemma":[0.002247256,0.000207181,0.0006072411,0.0006145718,0.000313632,0.0005479222,0.0003981917,0.0008042391,0.0009711671],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003805167,"about_ca_system_score_gemma":0.0008501601,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004823986,"about_ca_topic_score_gemma":0.007565751,"domain_scores_codex":[0.9995733,0.00008558613,0.00006431279,0.0000362155,0.0001631781,0.00007740029],"domain_scores_gemma":[0.999611,0.00008161006,0.00006463341,0.0000150057,0.00009552307,0.0001323077],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001019268,0.0009238919,0.6372278,0.001139079,0.0001218177,0.096806,0.001997063,0.0008687367,0.008452352,0.0009534348,0.05694735,0.1935432],"study_design_scores_gemma":[0.0001557183,0.001507175,0.7663933,0.005477549,0.0002540237,0.1351467,0.004757475,0.002085025,0.006171403,0.002859144,0.07502145,0.0001711488],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.6914449,0.1167515,0.01253572,0.03289778,0.002639254,0.001979761,0.002092514,0.0006347326,0.1390239],"genre_scores_gemma":[0.9319093,0.03300946,0.01517156,0.006920014,0.002740115,0.000438452,0.001318398,0.00008216716,0.008410443],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.004823986,"threshold_uncertainty_score":0.01513863,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02361155472342718,"score_gpt":0.2841909669086506,"score_spread":0.2605794121852234,"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."}}