{"id":"W3010391404","doi":"10.1099/acmi.fis2019.po0136","title":"National Audit of Meningitis Management (NAMM): a National Infection Trainee Collaborative for Audit and Research (NITCAR) audit of adherence to the 2016 UK joint specialist societies’ guideline on the diagnosis and management of acute meningitis in adults","year":2020,"lang":"en","type":"article","venue":"Access Microbiology","topic":"Bacterial Infections and Vaccines","field":"Immunology and Microbiology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Infection and Immunity","funders":"","keywords":"Medicine; Guideline; Meningitis; Lumbar puncture; Ceftriaxone; Audit; Neisseria meningitidis; Intensive care medicine; Pediatrics; Etiology; Antibiotics; Internal medicine; Emergency medicine; Cerebrospinal fluid; Pathology","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":[0.08246727,0.0005095148,0.001331253,0.0050954,0.00177026,0.002801557,0.001506229,0.001068194,0.001519463],"category_scores_gemma":[0.1475126,0.001085279,0.0008180524,0.005844261,0.001337938,0.002111618,0.005355355,0.001865873,0.0005658614],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008042715,"about_ca_system_score_gemma":0.04200953,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03037821,"about_ca_topic_score_gemma":0.02999236,"domain_scores_codex":[0.9166917,0.03371865,0.02617681,0.002427474,0.01728476,0.003700652],"domain_scores_gemma":[0.7166432,0.03692318,0.08182871,0.02173614,0.1248108,0.01805794],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001211912,0.0005451506,0.6068504,0.007799238,0.0002987615,0.0006151328,0.005239518,0.0008056358,0.001040699,0.001646165,0.1090862,0.2648611],"study_design_scores_gemma":[0.0003730051,0.001024798,0.9148813,0.007508879,0.0001785176,0.0008972948,0.002736281,0.002130734,0.001300741,0.0006027267,0.06824016,0.0001254974],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8028619,0.0320987,0.01419015,0.04059351,0.002979995,0.03264979,0.03204012,0.001733836,0.0408521],"genre_scores_gemma":[0.8986815,0.01610774,0.03798143,0.007864184,0.0006046765,0.01128208,0.02268678,0.0003025235,0.004489232],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08246727,"threshold_uncertainty_score":0.4361339,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06865434247065136,"score_gpt":0.3562953705784501,"score_spread":0.2876410281077987,"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."}}