{"id":"W4387757235","doi":"10.2139/ssrn.4598960","title":"Antimicrobial Susceptibility Profile of Community-Acquired Uropathogenic Escherichia Coli Across India: A Multicentric Study Promoting Diagnostic Stewardship in the Management of UTI","year":2023,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Urinary Tract Infections Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Antimicrobial stewardship; Stewardship (theology); Diagnostic test; Escherichia coli; Antimicrobial; Microbiology; Medicine; Intensive care medicine; Biology; Antibiotic resistance; Antibiotics; Political science; Pediatrics; Genetics","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":[0.0003414503,0.0004276471,0.000378992,0.0009036259,0.0006934485,0.000683306,0.0005025695,0.0004986406,0.001460641],"category_scores_gemma":[0.001212219,0.0005223904,0.0004884944,0.001676376,0.0007021182,0.00039258,0.0006563397,0.000505644,0.0003541668],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005827561,"about_ca_system_score_gemma":0.000741597,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02570328,"about_ca_topic_score_gemma":0.02395675,"domain_scores_codex":[0.9995034,0.0001388084,0.00005205202,0.0001197369,0.00006533619,0.0001207454],"domain_scores_gemma":[0.9989452,0.0001894363,0.0003291965,0.0001023401,0.0002063622,0.0002274891],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001131567,0.000130696,0.9930628,0.00004318056,0.00004311444,0.0006262988,0.002674336,0.00004856862,0.001429461,0.00004133542,0.0001158471,0.001671098],"study_design_scores_gemma":[0.000004060604,0.0002563882,0.99613,0.000009116758,0.00003242304,0.0007301602,0.002522036,0.00005244852,0.0001046974,0.000008279382,0.0001433034,0.000006977793],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993766,0.00003963404,0.00005306231,0.00002356108,0.000002078383,0.00001087047,0.0002161209,0.000002564748,0.0002756792],"genre_scores_gemma":[0.999534,0.00005524489,0.00006478709,0.00002822117,0.000003431966,0.000008212768,0.0001208038,0.000002433747,0.0001827439],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02570328,"threshold_uncertainty_score":0.05110735,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03904860403719715,"score_gpt":0.3280216022105348,"score_spread":0.2889729981733377,"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."}}