{"id":"W4312079358","doi":"10.2196/44244","title":"Diagnostic and Therapeutic Management of Urinary Tract Infections in Catalonia, Spain: Protocol for an Observational Cohort Study","year":2022,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Urinary Tract Infections Management","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Observational study; Medicine; Urinary system; Protocol (science); Cohort study; Cohort; Intensive care medicine; Family medicine; Internal medicine; Alternative medicine; Pathology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003384681,0.000167092,0.0002825786,0.000663258,0.0004395158,0.00004205082,0.0002119491,0.00003782966,0.0002629033],"category_scores_gemma":[0.00008616484,0.0001651353,0.00005910155,0.0009619825,0.0001151693,0.0001877797,0.0003767635,0.0005669985,0.000004371158],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003986988,"about_ca_system_score_gemma":0.0001749925,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001484658,"about_ca_topic_score_gemma":0.00003805043,"domain_scores_codex":[0.9969497,0.0006458371,0.00049209,0.0005053665,0.0009877955,0.0004192092],"domain_scores_gemma":[0.9983801,0.0005715734,0.0001086456,0.0006129623,0.0002070398,0.0001196583],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001058327,0.113775,0.8792356,0.001522572,0.0001206259,0.0001512764,0.0002350293,0.0001923167,0.00002434421,0.0007553898,0.0003414053,0.002588142],"study_design_scores_gemma":[0.006395719,0.06236859,0.8623614,0.0003458162,0.00001630366,0.00007049579,0.0005100513,0.0002787025,0.00001071451,0.0002569403,0.06725997,0.0001253353],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.1340594,9.356084e-7,0.00002891049,0.0002641497,0.000004460962,0.8649089,0.00001553564,0.00004763002,0.0006700547],"genre_scores_gemma":[0.1835794,1.61447e-7,0.000176106,0.00002597276,0.00003201473,0.8155371,0.00002942746,0.00003171738,0.0005881157],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.06691857,"threshold_uncertainty_score":0.6734021,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4129865707032073,"score_gpt":0.5683392169727433,"score_spread":0.1553526462695359,"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."}}