{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0345288,0.003081487,0.003510728,0.003251001,0.002372667,0.001944449,0.002297103,0.002590998,0.01756946],"category_scores_gemma":[0.02363209,0.001738105,0.003336639,0.003522295,0.001684701,0.001441251,0.002130958,0.00205443,0.004062647],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006865403,"about_ca_system_score_gemma":0.01752903,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00736826,"about_ca_topic_score_gemma":0.008286734,"domain_scores_codex":[0.9770309,0.01283131,0.005446549,0.002141794,0.001499299,0.00105008],"domain_scores_gemma":[0.9804713,0.003209475,0.003847355,0.00316938,0.007957668,0.001344928],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.2168615,0.02268147,0.2208395,0.07890487,0.007151892,0.00294963,0.006174916,0.01461397,0.007587974,0.02148646,0.2645198,0.1362279],"study_design_scores_gemma":[0.1377862,0.02813204,0.3685462,0.02540541,0.002904311,0.001043229,0.003968811,0.008346017,0.002990661,0.007066661,0.413031,0.000779519],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.01017075,0.0008146907,0.00569451,0.0004439154,0.0003960384,0.9553252,0.02481593,0.0000813902,0.002257541],"genre_scores_gemma":[0.006035154,0.0002648578,0.004980378,0.0002191063,0.00006651876,0.9825843,0.005435357,0.000007891818,0.0004064565],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.0345288,"threshold_uncertainty_score":0.1826079,"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."}}