{"id":"W3200337283","doi":"10.1002/psb.1939","title":"Using defined daily doses to review antibiotic prescribing","year":2021,"lang":"en","type":"article","venue":"Prescriber","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre","funders":"","keywords":"Medicine; Antibiotics; Defined daily dose; Primary care; Consumption (sociology); Antibiotic resistance; Antimicrobial; Intensive care medicine; Drug; Family medicine; Pharmacology; Microbiology","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001678724,0.0001943981,0.0003813661,0.00004803403,0.0001883161,0.00002705468,0.0002051551,0.0001406961,0.00100326],"category_scores_gemma":[0.0002873494,0.0001687454,0.0001240568,0.0002761605,0.00007461004,0.00009751263,0.0002093691,0.0002012031,0.0009997636],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002911068,"about_ca_system_score_gemma":0.0001095454,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000075948,"about_ca_topic_score_gemma":0.00003649428,"domain_scores_codex":[0.9985556,0.000184694,0.0003235009,0.0004418847,0.00005333849,0.0004409775],"domain_scores_gemma":[0.9991723,0.00007298037,0.00007150097,0.0005010842,0.0001359492,0.00004614935],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0000535634,0.0001858765,0.003623174,0.0010893,0.0002519574,0.0001038814,0.000240821,0.0000158834,0.9136295,0.001195571,0.07627667,0.003333774],"study_design_scores_gemma":[0.001137715,0.00008286588,0.008450014,0.008749298,0.0005237857,0.0004324905,0.0002208158,0.00001097739,0.6123595,0.0001456498,0.3670826,0.0008042927],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.4384174,0.5194786,0.003205597,0.004247926,0.002890552,0.001087432,0.00008356813,0.0003377916,0.03025116],"genre_scores_gemma":[0.9596457,0.006129809,0.005487487,0.006535554,0.00009660168,0.000004151872,0.00008875494,0.00005584507,0.02195606],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5212284,"threshold_uncertainty_score":0.9999099,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04697146401545001,"score_gpt":0.2894402019775237,"score_spread":0.2424687379620737,"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."}}