{"id":"W4406535514","doi":"10.3399/bjgpo.2024.0166","title":"The effect of a GP’s perception of a patient request for antibiotics on antibiotic prescribing for respiratory tract infections: secondary analysis of a point-prevalence audit survey in 18 European countries","year":2025,"lang":"en","type":"article","venue":"BJGP Open","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Drug Research and Development; Centre for Family Medicine","funders":"","keywords":"Antibiotics; Audit; Medicine; Respiratory tract infections; Intensive care medicine; Respiratory tract; Perception; Family medicine; Respiratory system; Internal medicine; Psychology; Business; Microbiology; Accounting; Biology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006213841,0.0004925665,0.0008487065,0.001668349,0.0002997895,0.001273286,0.0005635225,0.0008190466,0.0008946976],"category_scores_gemma":[0.01335518,0.0005970309,0.001893457,0.002864913,0.0006459536,0.0006574027,0.001581406,0.0006806977,0.0001887109],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007506494,"about_ca_system_score_gemma":0.0007281344,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01217873,"about_ca_topic_score_gemma":0.009613678,"domain_scores_codex":[0.9897116,0.006789504,0.001046657,0.0009941064,0.0009154596,0.0005426539],"domain_scores_gemma":[0.9783573,0.007309706,0.01008307,0.001669207,0.001668127,0.0009124859],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001844643,0.00004832826,0.9985251,0.00003851577,0.0001913092,0.00003273139,0.0001552199,0.00005668323,0.00003607375,0.000005420404,0.00004647209,0.0006797918],"study_design_scores_gemma":[0.000008443145,0.0001314975,0.9994069,0.000009623771,0.00004039593,0.00005210784,0.0001792703,0.0001196369,0.00001546534,0.000002347718,0.00003138412,0.000002886261],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992045,0.0001256573,0.00006651979,0.00001556007,0.000001990617,0.00001867656,0.0004578658,0.000002321596,0.0001069704],"genre_scores_gemma":[0.9993587,0.00006460582,0.00008684109,0.00001623938,0.000002130249,0.00002274577,0.000418417,0.00000146165,0.00002883873],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01217873,"threshold_uncertainty_score":0.03286237,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02082161474454139,"score_gpt":0.2997106245921393,"score_spread":0.278889009847598,"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."}}