{"id":"W2894273157","doi":"10.2147/mder.s165778","title":"Gains in health utility associated with urinary catheter innovations","year":2018,"lang":"en","type":"article","venue":"Medical Devices Evidence and Research","topic":"Urinary Tract Infections Management","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"International Collaboration On Repair Discoveries; GF Strong Rehabilitation Centre; University of British Columbia","funders":"Coloplast","keywords":"Urinary catheter; Medicine; Urinary system; Urology; Data science; Computer science; Internal medicine","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":[0.007975033,0.0005136071,0.0004449609,0.001164321,0.0001869121,0.001180209,0.000586632,0.0007973429,0.004102535],"category_scores_gemma":[0.05425674,0.0002220009,0.001999182,0.001289377,0.0008651509,0.001303146,0.001767654,0.001473821,0.0002535491],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001650126,"about_ca_system_score_gemma":0.0003647418,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002459563,"about_ca_topic_score_gemma":0.001684563,"domain_scores_codex":[0.9922866,0.005657494,0.0004016519,0.0005175075,0.0008069975,0.0003298439],"domain_scores_gemma":[0.9639857,0.0251944,0.007723911,0.001217661,0.001112382,0.0007658123],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004190453,0.001322433,0.9268789,0.0006022805,0.002931781,0.0001388062,0.0003735856,0.01553328,0.0004485302,0.002040333,0.0005666296,0.04497312],"study_design_scores_gemma":[0.0001512032,0.002941104,0.9768032,0.000203912,0.0008151907,0.0002844442,0.0003460411,0.01468305,0.0007757712,0.002269776,0.0006747317,0.00005168182],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9929786,0.0009635537,0.002486337,0.0003482604,0.00002076772,0.0001429987,0.001226213,0.00002235394,0.001811033],"genre_scores_gemma":[0.998677,0.0001092586,0.0007386248,0.00003651041,0.000006800055,0.0000289673,0.0003001852,0.000001798396,0.0001007818],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007975033,"threshold_uncertainty_score":0.04217649,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2212515118210733,"score_gpt":0.4877897732946774,"score_spread":0.2665382614736042,"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."}}