{"id":"W3020833564","doi":"10.1097/ju.0000000000000836.04","title":"PD09-04 TECHNOLOGY APPLICATIONS TO IMPROVE COMPLIANCE WITH HEMATURIA GUIDELINE RECOMMENDATIONS: ADDRESSING BARRIERS IN A LARGE ACADEMIC CENTER","year":2020,"lang":"en","type":"article","venue":"The Journal of Urology","topic":"Bladder and Urothelial Cancer Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"McMaster University; American Society of Hematology","keywords":"Medicine; Guideline; Bladder cancer; Cystoscopy; Family medicine; Cancer; Alternative medicine; Pathology; Internal medicine","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.05269726,0.000463725,0.002232342,0.002406766,0.001170336,0.003776902,0.001925922,0.001769799,0.01093578],"category_scores_gemma":[0.1781488,0.0006888125,0.004581188,0.004845596,0.0006406527,0.002477146,0.003373974,0.001934771,0.0006304483],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005150052,"about_ca_system_score_gemma":0.02870007,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01615387,"about_ca_topic_score_gemma":0.03266341,"domain_scores_codex":[0.9339156,0.04549053,0.0112311,0.002617143,0.00548577,0.001259867],"domain_scores_gemma":[0.8586863,0.09164596,0.02600175,0.003688911,0.01565661,0.004320521],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.005719805,0.002379597,0.2172567,0.1657688,0.03185467,0.0002483954,0.003502352,0.001489781,0.0005753324,0.002912405,0.0585677,0.5097246],"study_design_scores_gemma":[0.02026689,0.009133279,0.5006387,0.2249842,0.08590405,0.0005772341,0.006274024,0.00651122,0.001512984,0.005413331,0.1383584,0.0004257559],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.3731889,0.415095,0.0169082,0.1188108,0.002077416,0.0161887,0.02427577,0.000613747,0.03284152],"genre_scores_gemma":[0.8717548,0.04587536,0.03976956,0.02329171,0.0005742536,0.01279728,0.004800347,0.0001423679,0.0009943136],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.05269726,"threshold_uncertainty_score":0.2786931,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04814527188550939,"score_gpt":0.361744980673374,"score_spread":0.3135997087878646,"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."}}