{"id":"W4414167144","doi":"10.1016/j.jiac.2025.102810","title":"Evaluation of outpatient antibiotic use using AWaRe and DDD/DOT indicators: A community pharmacy-based study in Nayoro City, Japan","year":2025,"lang":"en","type":"article","venue":"Journal of Infection and Chemotherapy","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Canadian Pharmacists Association","funders":"","keywords":"Formulary; Antimicrobial stewardship; Antibiotics; Antibiotic Stewardship; Stewardship (theology); Pharmacy; Drug Utilization Review; Antimicrobial","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00154221,0.00009141966,0.0002447976,0.0003671192,0.0001221599,0.00001452811,0.00004510986,0.00008351772,0.00003045496],"category_scores_gemma":[0.00007581618,0.00007396874,0.00004455864,0.0002212756,0.00009443321,0.0000918087,0.00001681704,0.0003292641,1.806281e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007260413,"about_ca_system_score_gemma":0.0001407907,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005382574,"about_ca_topic_score_gemma":0.0002357867,"domain_scores_codex":[0.9986811,0.0007302807,0.0003567299,0.00007376026,0.00007442762,0.00008366195],"domain_scores_gemma":[0.9992734,0.0001053022,0.0003216619,0.00009046857,0.0001956645,0.00001348315],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000251441,0.001252502,0.9664386,0.00004812929,0.0002254565,5.140437e-7,0.001143272,0.00004861589,0.02130778,0.000004364017,0.00003363942,0.009245711],"study_design_scores_gemma":[0.00789449,0.0005310163,0.9495408,0.0003648303,0.0002038462,0.0000137844,0.000946172,0.0003424028,0.03987615,0.00003300972,0.0001705962,0.00008289945],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986645,0.0005872618,0.0002029719,0.00007312268,0.0002205026,0.0002200559,0.000001647067,0.000004459108,0.00002547724],"genre_scores_gemma":[0.999579,0.0002240955,0.00002162096,0.0001444731,0.000007372011,3.095864e-7,0.000001352258,0.00000464747,0.00001711181],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01856837,"threshold_uncertainty_score":0.3016357,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05322354441456658,"score_gpt":0.3529697325286354,"score_spread":0.2997461881140689,"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."}}