{"id":"W4415075765","doi":"10.25259/ijmr_636_2025","title":"Antibiotic‐prescribing patterns in outpatient departments from a tertiary care hospital in Manipur using WHO AWaRe classification","year":2025,"lang":"en","type":"article","venue":"The Indian Journal of Medical Research","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medical prescription; Tertiary care; Quarter (Canadian coin); Antibiotics; Health care; Descriptive statistics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001761245,0.000100115,0.0002503469,0.0004118308,0.0001510268,0.00002704997,0.0007104492,0.0003100813,0.0001101831],"category_scores_gemma":[0.0005697421,0.00006540027,0.00006465089,0.0003017342,0.0003354771,0.00007671889,0.0001824212,0.001632815,0.00001721196],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002570194,"about_ca_system_score_gemma":0.0004988805,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001060128,"about_ca_topic_score_gemma":0.0008657845,"domain_scores_codex":[0.9975279,0.0009390815,0.0005429646,0.0001810327,0.0003873981,0.0004216185],"domain_scores_gemma":[0.9990038,0.0004534019,0.0001285456,0.0002166199,0.0001423359,0.00005527638],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001542948,0.0003406418,0.9619732,0.0001012607,0.0001223224,0.0008973267,0.01292649,0.0000065775,0.002988331,0.00006504417,0.0005511769,0.01987338],"study_design_scores_gemma":[0.002183076,0.0001670906,0.9462152,0.004786302,0.00001893861,0.00003013817,0.03989754,0.00008293842,0.00599788,0.0001404495,0.0003782897,0.000102202],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9915047,0.004697178,0.0001784806,0.002860051,0.0004739407,0.0002209371,0.00001398661,0.00000286612,0.00004782733],"genre_scores_gemma":[0.9990495,0.0006983945,0.00001266368,0.0001064671,0.00005445401,9.733063e-7,0.0000126801,0.000007943732,0.00005693665],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02697105,"threshold_uncertainty_score":0.7093861,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04196355711593863,"score_gpt":0.3598418963467702,"score_spread":0.3178783392308316,"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."}}