{"id":"W4410743439","doi":"10.2196/68044","title":"Impact of Diagnostic Stewardship on Urine Culture Ordering in Saudi Arabia: Prospective Pre- and Postintervention Study","year":2025,"lang":"en","type":"article","venue":"JMIR Medical Informatics","topic":"Urinary Tract Infections Management","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Preprint; Medicine; Intervention (counseling); Stewardship (theology); Computer science; Nursing; Political science; World Wide Web","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":[0.0003909966,0.0001541407,0.0003325444,0.0003338657,0.0000347999,0.00001666385,0.00008006348,0.00009849451,0.00006902873],"category_scores_gemma":[0.001470407,0.0001132659,0.00008585976,0.0004536278,0.00006755291,0.0001490483,0.000127868,0.0004434072,0.000006508884],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00022858,"about_ca_system_score_gemma":0.00008995995,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007490404,"about_ca_topic_score_gemma":0.00004074841,"domain_scores_codex":[0.9985949,0.00004017554,0.0006509773,0.0001057935,0.0004312526,0.0001769287],"domain_scores_gemma":[0.9991865,0.0002444226,0.0001447806,0.0002259717,0.00008878959,0.0001094945],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003654787,0.009779571,0.9727648,0.00133996,0.0003448695,0.00005280396,0.006688725,0.00008692299,0.000004811254,0.000280686,0.0005700273,0.007721355],"study_design_scores_gemma":[0.003339626,0.009208959,0.9827159,0.001671095,0.00009123292,0.00002592218,0.001738856,0.0009174848,0.00002166375,0.00008638301,0.0001004392,0.00008246241],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9913423,0.00004706495,0.0002313388,0.0001444049,0.00007764602,0.001956061,0.000003577467,0.00004935253,0.006148267],"genre_scores_gemma":[0.9991809,0.00005385791,0.0001193676,0.00008860262,0.00002446813,0.0001659765,0.00001113526,0.000006989612,0.0003486792],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009951087,"threshold_uncertainty_score":0.4618848,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01111947853299546,"score_gpt":0.3456490118173221,"score_spread":0.3345295332843267,"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."}}