{"id":"W2121112438","doi":"","title":"Role of diagnostic labeling in antibiotic prescription.","year":2001,"lang":"en","type":"article","venue":"PubMed","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":55,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. John’s Health Sciences Centre","funders":"","keywords":"Medicine; Medical prescription; Medical diagnosis; Respiratory tract infections; Antibiotics; Pediatrics; Internal medicine; Family medicine; Respiratory system; Pathology; Nursing","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":[0.006338177,0.0002622056,0.0002219027,0.001315314,0.0006045501,0.0009315782,0.0005666069,0.0006529248,0.001530942],"category_scores_gemma":[0.08671036,0.0002533249,0.0001982503,0.001056347,0.001075052,0.0008911594,0.0008857116,0.0005894987,0.0002050272],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001082001,"about_ca_system_score_gemma":0.001447745,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005259934,"about_ca_topic_score_gemma":0.004280795,"domain_scores_codex":[0.9910941,0.004235667,0.001164969,0.0005737119,0.002438219,0.000493449],"domain_scores_gemma":[0.9056957,0.0439867,0.04294913,0.001698832,0.003236624,0.002433083],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001109385,0.00002340642,0.9888609,0.00005111116,0.000007639424,0.0000818137,0.0001811274,0.00003245395,0.0001286996,0.00004132001,0.0001185234,0.010362],"study_design_scores_gemma":[0.000008631435,0.0001402455,0.9951142,0.000180224,0.00002521182,0.001998483,0.0004440231,0.0006562293,0.0003314242,0.0001526194,0.0009395825,0.000009121874],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9885008,0.005138824,0.001240954,0.001391922,0.00005630631,0.00003872493,0.0002353458,0.00003775658,0.003359298],"genre_scores_gemma":[0.9988655,0.0002776315,0.0006080352,0.00007449317,0.00002624553,0.000007131134,0.0000649513,0.000003248919,0.00007283002],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006338177,"threshold_uncertainty_score":0.03351992,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009563441810652036,"score_gpt":0.1942385850791223,"score_spread":0.1846751432684702,"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."}}