{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008761834,0.000160031,0.0003387046,0.0002015496,0.0001990763,0.00002125378,0.0002431345,0.0001359159,0.0003181176],"category_scores_gemma":[0.0001737743,0.0001118373,0.00006472577,0.0005315748,0.000343215,0.00007710676,0.0003707626,0.0001592523,0.000004824441],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006843761,"about_ca_system_score_gemma":0.00008529679,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002382587,"about_ca_topic_score_gemma":0.0003573669,"domain_scores_codex":[0.998504,0.0002654132,0.0006018425,0.0003481559,0.00005277351,0.0002278542],"domain_scores_gemma":[0.998264,0.0004802072,0.000310185,0.0001219222,0.0008055418,0.00001820383],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.002234425,0.0004027796,0.003688692,0.0006054693,0.002823813,0.000002661359,0.003000118,0.0001627729,0.2883471,0.03897227,0.6510454,0.008714485],"study_design_scores_gemma":[0.01668983,0.01039412,0.165019,0.002625862,0.0006132017,0.0000706488,0.004930525,0.0001070929,0.3988477,0.008454003,0.3910742,0.001173815],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.978789,0.0004740475,0.0002711528,0.01488952,0.0004134003,0.002120354,0.002145966,0.00001230089,0.0008842718],"genre_scores_gemma":[0.9957675,0.002469114,0.0003181931,0.0002535465,0.00009040579,0.0006350624,0.0002519535,0.00001130845,0.0002029441],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2599712,"threshold_uncertainty_score":0.4560592,"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."}}