{"id":"W2806430493","doi":"10.1371/journal.pone.0198125","title":"An evaluation of emergency guidelines issued by the World Health Organization in response to four infectious disease outbreaks","year":2018,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Clinical practice guidelines implementation","field":"Medicine","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"UNICEF; TDR; World Health Organization","keywords":"Public health; Medicine; Context (archaeology); Rigour; Infectious disease (medical specialty); Outbreak; International Health Regulations; Middle East respiratory syndrome; Medical emergency; Environmental health; Disease; Coronavirus disease 2019 (COVID-19); Nursing; 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":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00632022,0.0001068554,0.0002372245,0.000196746,0.00007926562,0.00001043596,0.00009783145,0.00003156744,0.001079748],"category_scores_gemma":[0.05239945,0.00008770475,0.00002195767,0.001312438,0.00002597174,0.0001747407,0.00003720933,0.0001077674,0.00006474189],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002043734,"about_ca_system_score_gemma":0.0005004301,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006745912,"about_ca_topic_score_gemma":0.003211057,"domain_scores_codex":[0.9965562,0.0008758127,0.001241408,0.0002662767,0.0008917633,0.0001685099],"domain_scores_gemma":[0.9951891,0.0003499317,0.0003789737,0.0005223938,0.003352793,0.0002068314],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.006649802,0.007366866,0.633771,0.0002033943,0.0002478955,0.000002622157,0.002828554,0.0002071184,0.2189292,0.00004893658,0.08799022,0.04175436],"study_design_scores_gemma":[0.006473303,0.003038746,0.9475077,0.000531088,0.001289078,0.000002665772,0.0008755188,0.02462357,0.01223905,0.0007333359,0.002355098,0.0003308005],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9163975,0.00007561311,0.0007510342,0.08106302,0.0001239135,0.001473539,0.00002404596,0.0000425567,0.00004882797],"genre_scores_gemma":[0.992659,0.00004183888,0.001847842,0.004474283,0.0004178721,0.00004877999,0.0001641325,0.00003053073,0.0003156611],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3137368,"threshold_uncertainty_score":0.9998334,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4020299924996806,"score_gpt":0.5248229899525491,"score_spread":0.1227929974528685,"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."}}