{"id":"W4321610194","doi":"10.1371/journal.pgph.0001553","title":"Prognostic accuracy of biomarkers of immune and endothelial activation in Mozambican children hospitalized with pneumonia","year":2023,"lang":"en","type":"article","venue":"PLOS Global Public Health","topic":"Sepsis Diagnosis and Treatment","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Toronto General Hospital; University Health Network","funders":"Canadian Institutes of Health Research; Broad Institute; H2020 European Institute of Innovation and Technology; Bill and Melinda Gates Foundation","keywords":"Medicine; Pneumonia; Internal medicine; Risk stratification; Immune system; Intensive care medicine; Immunology; Pediatrics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0008130911,0.0005954022,0.0005016819,0.001132769,0.0003876,0.0008966338,0.0002785767,0.000448549,0.0006440139],"category_scores_gemma":[0.004133226,0.0003604479,0.0003479477,0.0009163185,0.0003190782,0.0002971828,0.0005095124,0.0006498574,0.0001171162],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006881705,"about_ca_system_score_gemma":0.0005540773,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03990382,"about_ca_topic_score_gemma":0.05155121,"domain_scores_codex":[0.9995874,0.0001306287,0.0000445813,0.00006306385,0.00007106666,0.0001033556],"domain_scores_gemma":[0.9989246,0.0002441319,0.0004977565,0.00005893726,0.0001634496,0.0001110746],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001038341,0.000009854349,0.9966941,0.00001590838,0.00003251465,0.00005792147,0.0001152446,0.00006578484,0.0002033188,0.00000752813,0.00008538095,0.002608585],"study_design_scores_gemma":[0.000008496166,0.00005473735,0.9987697,0.00003073557,0.00003900655,0.0001204962,0.0002031386,0.0004007673,0.00008063621,0.00001045219,0.0002777719,0.000004038009],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977658,0.001520332,0.00006466909,0.0001153208,0.0000068585,0.000008902593,0.0002044342,0.00000700508,0.0003067744],"genre_scores_gemma":[0.9989678,0.0004957405,0.0001691863,0.00002683669,0.000009929471,0.00001217613,0.0002133779,0.000001403085,0.000103745],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03990382,"threshold_uncertainty_score":0.07934308,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05894730004586102,"score_gpt":0.3334851392111689,"score_spread":0.2745378391653079,"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."}}