{"id":"W4413340918","doi":"10.1093/ofid/ofaf487","title":"Antimicrobial Usage Among Acutely Ill Hospitalized Children Aged 2‒23 Months in Sub-Saharan Africa and South Asia","year":2025,"lang":"en","type":"article","venue":"Open Forum Infectious Diseases","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"SickKids Foundation; Centre for Global Health Research; Hospital for Sick Children","funders":"Medical Research Council Canada; Wellcome Trust; Department for International Development; Bill and Melinda Gates Foundation","keywords":"Medicine; Antimicrobial; Antimicrobial stewardship; Pediatrics; Intensive care medicine; Antibiotics; Antibiotic resistance","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0003740926,0.000339811,0.0003318973,0.000937278,0.0006180813,0.0006974021,0.0004657892,0.0003100868,0.001053294],"category_scores_gemma":[0.001587063,0.0002807115,0.0003950259,0.00201589,0.0004361182,0.0006730141,0.0008684004,0.0005380525,0.0001150061],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008556365,"about_ca_system_score_gemma":0.001225403,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04870608,"about_ca_topic_score_gemma":0.04877752,"domain_scores_codex":[0.9995443,0.00008694399,0.00008264383,0.00006879345,0.00007497285,0.0001423068],"domain_scores_gemma":[0.9990566,0.0001041559,0.0005521938,0.0000225531,0.00007604002,0.0001884523],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001473017,0.00001051898,0.9974306,0.00003655786,0.00001632311,0.0001916452,0.0008436025,0.00001535994,0.00006661259,0.00001513434,0.0001246024,0.001234357],"study_design_scores_gemma":[0.000002281637,0.00003397207,0.9961284,0.00005841807,0.00001146832,0.0003989117,0.003010493,0.0000292905,0.00003299925,0.00001286109,0.000277252,0.000003471882],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985479,0.0004919582,0.0000149475,0.0001066003,0.00000517871,0.000008527898,0.0005970621,0.000001613351,0.0002261574],"genre_scores_gemma":[0.9986159,0.00085579,0.00005284533,0.00007720914,0.000008900801,0.0000204324,0.0003151462,0.000001382344,0.00005236043],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04870608,"threshold_uncertainty_score":0.09684515,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00430738090712177,"score_gpt":0.219333862923538,"score_spread":0.2150264820164162,"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."}}