{"id":"W2033319550","doi":"10.1002/pds.1007","title":"Antibiotic utilisation in community practices: guideline concurrence and prescription necessity","year":2004,"lang":"en","type":"article","venue":"Pharmacoepidemiology and Drug Safety","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"Canadian Institutes of Health Research; Memorial University of Newfoundland","keywords":"Medicine; Guideline; Medical prescription; Respiratory tract infections; Concurrence; Antibiotics; Etiology; Intensive care medicine; Pediatrics; Family medicine; Internal medicine; Respiratory system; Pathology; Pharmacology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003191093,0.0001949608,0.0004162334,0.000082331,0.0004479894,0.000007582062,0.0001493587,0.00023169,0.00005726564],"category_scores_gemma":[0.001368045,0.0001658966,0.00003416416,0.0001168635,0.0006584655,0.0002862772,0.0001311418,0.0008864419,0.00002962915],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004125031,"about_ca_system_score_gemma":0.0000599095,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003045901,"about_ca_topic_score_gemma":0.0008118497,"domain_scores_codex":[0.9963933,0.002314515,0.0006023964,0.0003331168,0.0000237349,0.0003329272],"domain_scores_gemma":[0.9980261,0.001232546,0.0004503319,0.0001954798,0.00005238349,0.0000431607],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00225849,0.00110826,0.7950495,0.0006127412,0.0002858595,0.00003778408,0.006996434,0.0003041167,0.1413588,0.01583285,0.006446554,0.0297086],"study_design_scores_gemma":[0.01238483,0.0002752089,0.9069099,0.0006047539,0.0002841209,0.0004269363,0.004104835,0.0005622049,0.02095144,0.008954478,0.04363978,0.0009014652],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9757103,0.01423995,0.002238719,0.006137188,0.0005286461,0.0002895113,0.00003057429,0.00006426856,0.0007607905],"genre_scores_gemma":[0.9915272,0.006388879,0.0004444974,0.001345761,0.00003170352,0.000002187135,0.0001254665,0.00000752205,0.0001267745],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1204074,"threshold_uncertainty_score":0.6765066,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03822017867614674,"score_gpt":0.3445665865689106,"score_spread":0.3063464078927639,"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."}}