{"id":"W3201684620","doi":"10.1371/journal.pntd.0009808","title":"Predictive markers for the early prognosis of dengue severity: A systematic review and meta-analysis","year":2021,"lang":"en","type":"review","venue":"PLoS neglected tropical diseases","topic":"Mosquito-borne diseases and control","field":"Medicine","cited_by":50,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Dengue fever; Medicine; Meta-analysis; Triage; Internal medicine; Disease; MEDLINE; Intensive care medicine; Systematic review; Severity of illness; Dengue virus; Immunology; Emergency medicine; Biology","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00002248614,0.0006530451,0.0115558,0.000191861,0.000114951,0.00007043182,0.00031144,0.0001952167,0.0003941515],"category_scores_gemma":[0.00314761,0.0003379356,0.007945469,0.001296079,0.0001564104,0.00005421722,0.0001119289,0.0002783453,0.000002812064],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006560149,"about_ca_system_score_gemma":0.0004481651,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001626612,"about_ca_topic_score_gemma":0.000005545437,"domain_scores_codex":[0.995927,0.0008487237,0.001408741,0.0007949173,0.0006412556,0.0003793183],"domain_scores_gemma":[0.994963,0.002183516,0.0007641009,0.001023393,0.0006305755,0.0004353923],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.00005858759,0.000405929,0.00002586004,0.6264271,0.3713635,0.00001915415,0.000004951615,7.039729e-8,1.285709e-7,0.00003395699,0.0002816536,0.001379065],"study_design_scores_gemma":[0.0003296311,0.0002512894,0.002344563,0.06172985,0.9328475,0.000009443996,0.00001455808,0.0001047278,1.148144e-7,0.000006755718,0.002108478,0.0002530736],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000006609286,0.9829327,0.0002234686,0.0003643042,0.00001654004,0.01305338,0.003333143,0.00006207491,0.000007776733],"genre_scores_gemma":[0.0007049321,0.9837512,0.00006050942,0.0005022109,0.00006916228,0.01417491,0.0005028736,0.00006835202,0.0001658919],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.5646973,"threshold_uncertainty_score":0.9999073,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05195783268224245,"score_gpt":0.3209731682749193,"score_spread":0.2690153355926769,"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."}}