{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000154159,0.00007153575,0.000156907,0.00008004848,0.00003060929,0.000003591368,0.0001095986,0.0001088546,0.00004500188],"category_scores_gemma":[0.0002972043,0.00006231223,0.00003378089,0.0001502478,0.00008716642,0.00004858876,0.00002851642,0.0001072499,0.00006487047],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001473941,"about_ca_system_score_gemma":0.00001229923,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001357248,"about_ca_topic_score_gemma":0.00007902901,"domain_scores_codex":[0.9993013,0.0000554216,0.0002005676,0.0001418261,0.00001949093,0.0002813499],"domain_scores_gemma":[0.9996029,0.0001662202,0.00005828413,0.0001387569,0.00002122225,0.00001260895],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001504797,0.0005370867,0.7572824,0.00007423847,0.0001126349,0.00002550656,0.000388929,0.00004140968,0.1323455,0.001409577,0.0009248704,0.1067073],"study_design_scores_gemma":[0.000609883,0.00001395713,0.9551239,0.00004569111,0.00001767229,0.00001462955,0.0001721502,0.000002514275,0.03708437,0.0002222448,0.006604313,0.00008865631],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9813173,0.01317843,0.00001674219,0.00008639565,0.0002345504,0.0002786666,0.000004162795,0.00002475739,0.004858956],"genre_scores_gemma":[0.9968526,0.000816783,0.00002075733,0.00003922603,0.00001575834,0.00001564715,0.000007927382,0.000006953946,0.002224387],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1978415,"threshold_uncertainty_score":0.2541019,"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."}}