{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003897456,0.0001850464,0.0003579872,0.001912984,0.0004332383,0.0008726653,0.0004600337,0.0007310557,0.001359535],"category_scores_gemma":[0.04998139,0.0003784706,0.0002368341,0.001489991,0.0005576655,0.0008249187,0.001002503,0.0008186685,0.0001230416],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009658663,"about_ca_system_score_gemma":0.001333529,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00900728,"about_ca_topic_score_gemma":0.01427293,"domain_scores_codex":[0.9924061,0.002934962,0.00125508,0.0005813196,0.002352219,0.0004703049],"domain_scores_gemma":[0.9275857,0.02132969,0.04224866,0.001107207,0.004655327,0.003073467],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003440153,0.00002785796,0.9982174,0.00001240283,0.00001715227,0.00007677853,0.0001403136,0.00001714517,0.00004257476,0.000005114077,0.00003804741,0.001370822],"study_design_scores_gemma":[0.00000590974,0.0001187271,0.9982243,0.00002164497,0.00001292929,0.0007293635,0.0003827604,0.0003486869,0.00004770618,0.00001339401,0.00009005492,0.000004456467],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991652,0.0002688863,0.0000686316,0.0001577962,0.000003572692,0.00001400586,0.00005774038,0.000002771335,0.0002614829],"genre_scores_gemma":[0.9996533,0.00007834957,0.0001404025,0.00002585763,0.000009389954,0.00000629555,0.00006611855,0.000001020832,0.00001913644],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00900728,"threshold_uncertainty_score":0.020612,"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."}}