{"id":"W4289110160","doi":"10.3390/antibiotics11081028","title":"Assessment of the Impact of a Meningitis/Encephalitis Panel on Hospital Length of Stay: A Systematic Review and Meta-Analysis","year":2022,"lang":"en","type":"review","venue":"Antibiotics","topic":"Bacterial Infections and Vaccines","field":"Immunology and Microbiology","cited_by":39,"is_retracted":false,"has_abstract":true,"ca_institutions":"Group for Research in Decision Analysis","funders":"BioFire Diagnostics","keywords":"Meta-analysis; Meningitis; Encephalitis; Medicine; Systematic review; Virology; MEDLINE; Pediatrics; Biology; Pathology; Virus","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":[0.01970236,0.003073103,0.01966482,0.008507304,0.00067604,0.00416717,0.00211243,0.002420603,0.003561726],"category_scores_gemma":[0.04249139,0.001677638,0.04328392,0.008215507,0.0008145529,0.002066441,0.001920278,0.002034747,0.0004062772],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003108067,"about_ca_system_score_gemma":0.004731718,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007326159,"about_ca_topic_score_gemma":0.01657156,"domain_scores_codex":[0.9869497,0.006086947,0.00388836,0.001168118,0.001481579,0.0004253017],"domain_scores_gemma":[0.970094,0.02245078,0.004039932,0.0008895966,0.002194999,0.0003307177],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"meta_analysis","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.001099422,0.00002098377,0.003295024,0.3605061,0.6250544,0.0001108389,0.00005857132,0.0004199839,0.0001994566,0.0001073626,0.0004126596,0.008715122],"study_design_scores_gemma":[0.0003015916,0.0001387073,0.002397063,0.02260967,0.9729722,0.00007346942,0.0000298477,0.0001197634,0.00008707395,0.0001289359,0.001123461,0.00001821874],"study_design_candidate":"meta_analysis","study_design_consensus":"meta_analysis","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.003600216,0.9944746,0.0005810529,0.0002064822,0.0001488162,0.0002777171,0.0004728003,0.00002393113,0.0002143178],"genre_scores_gemma":[0.1816555,0.8101538,0.003500298,0.001133725,0.0003543991,0.001679828,0.001075259,0.00004844818,0.0003986552],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01970236,"threshold_uncertainty_score":0.1041973,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09212961749799028,"score_gpt":0.3738768046390906,"score_spread":0.2817471871411003,"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."}}