{"id":"W4403826857","doi":"10.2139/ssrn.4996829","title":"Klebsiella Pneumoniae Community Acquired UTI: A Multicentric Study Highlights Significant Regional Variations in Antimicrobial Susceptibility Across India","year":2024,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Klebsiella pneumoniae; Antimicrobial; Microbiology; Medicine; Biology; Geography; Escherichia coli","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":[0.000616018,0.0005081514,0.0005905362,0.001222424,0.0008735441,0.00119289,0.0007232198,0.0005088254,0.002073299],"category_scores_gemma":[0.001682927,0.0007612206,0.0006985399,0.002328233,0.001132689,0.0006197873,0.001108154,0.0004846544,0.0004235574],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007141237,"about_ca_system_score_gemma":0.0008862139,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02252449,"about_ca_topic_score_gemma":0.02312274,"domain_scores_codex":[0.9988263,0.0004110356,0.0001238964,0.0002632312,0.0001098223,0.0002656905],"domain_scores_gemma":[0.9983674,0.0004185484,0.0005168987,0.0002135062,0.0002364592,0.0002472505],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001357132,0.00007947892,0.9916947,0.00003612108,0.00008640603,0.001271595,0.003774588,0.0000474057,0.001218023,0.00005486862,0.00009987903,0.00150112],"study_design_scores_gemma":[0.000006412998,0.0001421708,0.9934226,0.000008985935,0.00005204022,0.001265315,0.004782085,0.00004265804,0.0001066794,0.00001308995,0.0001468529,0.0000111729],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995177,0.00003547392,0.00007539719,0.00002489254,0.000001769925,0.000007900996,0.0001097451,0.000002241486,0.0002248254],"genre_scores_gemma":[0.9996729,0.00005050075,0.00005597514,0.00002351335,0.000004259434,0.000005555933,0.00008424376,0.000003602408,0.00009941594],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02252449,"threshold_uncertainty_score":0.04478675,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01693085381611661,"score_gpt":0.280836326378992,"score_spread":0.2639054725628754,"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."}}