{"id":"W3127911526","doi":"10.2196/22902","title":"Improving Assessment, Diagnosis, and Management of Urinary Incontinence and Lower Urinary Tract Symptoms on Acute and Rehabilitation Wards That Admit Adult Patients: Protocol for a Before-and-After Implementation Study","year":2021,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Geriatric Care and Nursing Homes","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Health and Medical Research Council; NSW Agency for Clinical Innovation; Hunter New England Local Health District; Medical Research Council; Hunter Medical Research Institute; Monash University","keywords":"Medicine; Lower urinary tract symptoms; Audit; Urinary incontinence; Psychological intervention; Acute care; Rehabilitation; Health care; Physical therapy; Nursing; Surgery; Internal medicine","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":[0.0787247,0.004538246,0.007888285,0.003751195,0.005941959,0.004674123,0.004850075,0.006464908,0.04279125],"category_scores_gemma":[0.04468653,0.004525984,0.009528077,0.004314784,0.003320778,0.005299506,0.004172415,0.01016551,0.01031582],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01528462,"about_ca_system_score_gemma":0.0476571,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008329033,"about_ca_topic_score_gemma":0.01498429,"domain_scores_codex":[0.9594505,0.02294989,0.007636394,0.002519481,0.003461954,0.003981815],"domain_scores_gemma":[0.9661629,0.006765628,0.005503811,0.003469099,0.01343123,0.004667422],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.3159869,0.190385,0.01728185,0.08996434,0.003309496,0.002059344,0.01958993,0.01116639,0.005357098,0.01254479,0.1009915,0.2313634],"study_design_scores_gemma":[0.5109966,0.1175669,0.05572863,0.0358451,0.001951241,0.0003552696,0.01245923,0.006842802,0.005330196,0.01074355,0.2410325,0.001147837],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.001067533,0.00003732008,0.0004777018,0.00007373425,0.0000454325,0.9975532,0.0004856203,0.00001976369,0.0002397574],"genre_scores_gemma":[0.0005052671,0.00003843768,0.001314979,0.00004420548,0.000006528273,0.9979158,0.00009952155,0.000001737003,0.00007351196],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.0787247,"threshold_uncertainty_score":0.4163409,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09748592147545442,"score_gpt":0.5733306133659278,"score_spread":0.4758446918904734,"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."}}