{"id":"W3095990606","doi":"10.1038/s41598-020-75515-6","title":"Prediction of mortality in severe acute malnutrition in hospitalized children by faecal volatile organic compound analysis: proof of concept","year":2020,"lang":"en","type":"article","venue":"Scientific Reports","topic":"Advanced Chemical Sensor Technologies","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children","funders":"Thrasher Research Fund; Bill and Melinda Gates Foundation","keywords":"Severe Acute Malnutrition; Malnutrition; Microbiome; Gut microbiome; Medicine; Feces; Gut flora; Internal medicine; Biology; Bioinformatics; Immunology; Microbiology","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":[0.005938217,0.001475567,0.001773055,0.0004757752,0.0002719858,0.002198555,0.0009478905,0.00103396,0.00203993],"category_scores_gemma":[0.01061339,0.0005728711,0.001457153,0.0003044092,0.0007507485,0.001114843,0.001230613,0.00228329,0.0004666917],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005733682,"about_ca_system_score_gemma":0.001635486,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001209018,"about_ca_topic_score_gemma":0.001344095,"domain_scores_codex":[0.9974476,0.001425189,0.00006743379,0.000388344,0.0005220174,0.0001494869],"domain_scores_gemma":[0.9938422,0.003616976,0.0008628175,0.0003616567,0.0007696739,0.0005466987],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0905646,0.01444791,0.4331816,0.002912886,0.006211495,0.0004983576,0.0003668842,0.01241479,0.04345429,0.001703399,0.01309378,0.38115],"study_design_scores_gemma":[0.02625509,0.1556073,0.4780286,0.002023208,0.01020256,0.002848472,0.001116224,0.2345455,0.06050056,0.006359306,0.02184988,0.000663262],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9391534,0.01384727,0.03317554,0.004213276,0.0009218949,0.001818575,0.003250738,0.0005672249,0.003052163],"genre_scores_gemma":[0.9278131,0.005921854,0.0576359,0.001707409,0.0007126707,0.001277688,0.003555062,0.00008287313,0.001293511],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005938217,"threshold_uncertainty_score":0.03140467,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01029082645825349,"score_gpt":0.2169398022925979,"score_spread":0.2066489758343444,"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."}}