{"id":"W6939956340","doi":"10.6084/m9.figshare.c.5624817.v1","title":"Predicting the risk of mortality during hospitalization in sick severely malnourished children using daily evaluation of key clinical warning signs","year":2021,"lang":"en","type":"other","venue":"Figshare","topic":"Mycorrhizal Fungi and Plant Interactions","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"SickKids Foundation; Hospital for Sick Children; University of Toronto","funders":"","keywords":"Early warning score; Vital signs; Proportional hazards model; Concordance; Malnutrition; Case fatality rate; Mews; Activities of daily living; Risk assessment","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":[0.001488565,0.0004585813,0.000478815,0.0008124379,0.0001562335,0.0005497519,0.0002801442,0.0002475723,0.0007027659],"category_scores_gemma":[0.00496313,0.0001380695,0.0007566364,0.0006451747,0.0001827818,0.0003496278,0.0004909929,0.0006203363,0.00007365811],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002320656,"about_ca_system_score_gemma":0.0004222933,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001304954,"about_ca_topic_score_gemma":0.002053997,"domain_scores_codex":[0.9992905,0.0003639696,0.00007758248,0.00009223521,0.00009365796,0.00008215815],"domain_scores_gemma":[0.9953327,0.001807014,0.002060003,0.0001606509,0.0002759541,0.0003636659],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004390568,0.00003656259,0.9953845,0.00002825055,0.00006523807,0.00002471336,0.00001831121,0.000274339,0.0001313645,0.00001030098,0.00008603365,0.003501358],"study_design_scores_gemma":[0.00003287315,0.0006789772,0.9932433,0.00003250769,0.0001065429,0.0001411893,0.00008491989,0.005093243,0.0003778231,0.00005599132,0.0001423588,0.00001039387],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990709,0.0002564932,0.000274423,0.00004455615,0.000006980303,0.000008574121,0.0002306624,0.000006383174,0.0001009471],"genre_scores_gemma":[0.9991492,0.00007308759,0.0004356473,0.000009160486,0.000008061113,0.00001101061,0.0002836504,0.00000113544,0.00002888461],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001488565,"threshold_uncertainty_score":0.007872403,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06882934031249639,"score_gpt":0.3060866696001492,"score_spread":0.2372573292876528,"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."}}