{"id":"W4294725401","doi":"10.1093/jac/dkac211","title":"Relevance of the Consensus Principles for Appropriate Antibiotic Prescribing in 2022","year":2022,"lang":"en","type":"article","venue":"Journal of Antimicrobial Chemotherapy","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":46,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"GlaxoSmithKline","keywords":"Medicine; Antimicrobial stewardship; Guideline; Antibiotic resistance; Relevance (law); Antibiotic Stewardship; Intensive care medicine; MEDLINE; Family medicine; Antibiotics; Political science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1101773,0.0009446317,0.001435688,0.002646717,0.004235743,0.01255615,0.004137802,0.01277181,0.002119014],"category_scores_gemma":[0.127184,0.0007847299,0.002051259,0.002875838,0.01020197,0.009361106,0.007630202,0.01721989,0.001227389],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0147049,"about_ca_system_score_gemma":0.07054803,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01047995,"about_ca_topic_score_gemma":0.01306224,"domain_scores_codex":[0.8697025,0.06536477,0.01911856,0.005616745,0.03479458,0.005402748],"domain_scores_gemma":[0.850478,0.06338795,0.01017435,0.005395017,0.0597856,0.01077905],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001536469,0.0003103526,0.01178561,0.005722031,0.000271041,0.002035376,0.03155583,0.002886736,0.001071286,0.21232,0.4068042,0.3250839],"study_design_scores_gemma":[0.00006247843,0.0002704738,0.007427739,0.00901598,0.0001147343,0.001208511,0.01989355,0.001185222,0.0009451887,0.1343196,0.8253914,0.0001650582],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.006025712,0.02832764,0.01399526,0.9112493,0.02089323,0.0002616542,0.0002112536,0.0001241061,0.01891186],"genre_scores_gemma":[0.3408094,0.05140977,0.131704,0.4487135,0.0114173,0.001895219,0.001126515,0.000349583,0.01257466],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1101773,"threshold_uncertainty_score":0.5826803,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01559024337920641,"score_gpt":0.2348652496838733,"score_spread":0.219275006304667,"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."}}