{"id":"W3193860912","doi":"10.1101/2021.08.19.21262269","title":"Childhood malnutrition and bacteraemia at a tertiary hospital in Malawi","year":2021,"lang":"en","type":"preprint","venue":"medRxiv","topic":"Child Nutrition and Water Access","field":"Nursing","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Wellcome Trust; Bill and Melinda Gates Foundation","keywords":"Medicine; Malnutrition; Vomiting; Pediatrics; Antibiotic resistance; Blood culture; Severe Acute Malnutrition; Antibiotics; Gentamicin; Internal medicine; 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":[0.0003161975,0.000277555,0.0002671884,0.0005768607,0.001242371,0.0009241676,0.0003848003,0.0003720103,0.003229092],"category_scores_gemma":[0.001401914,0.0004477143,0.0002190597,0.0009319041,0.0007261885,0.0004926454,0.001387229,0.0008252246,0.0001645472],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001496443,"about_ca_system_score_gemma":0.001374676,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04297784,"about_ca_topic_score_gemma":0.06102355,"domain_scores_codex":[0.9993312,0.0001728083,0.00005048152,0.0000742474,0.00006129738,0.0003099217],"domain_scores_gemma":[0.9984748,0.00016194,0.0007222469,0.00003040292,0.0001059486,0.0005046512],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000333531,0.00002313953,0.9976847,0.000032275,0.00001490784,0.0004534571,0.0006215239,0.00001878087,0.0001786134,0.00002243398,0.0001651301,0.0007516908],"study_design_scores_gemma":[0.000004713138,0.00006704219,0.9976674,0.00003348498,0.000008091248,0.00045822,0.001474522,0.00006810277,0.00004240574,0.00001034602,0.0001622416,0.000003463233],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.999359,0.0001992833,0.0000192678,0.0001312324,0.000004450488,0.000008438818,0.0001064705,0.000001692798,0.0001703543],"genre_scores_gemma":[0.9996254,0.0001115996,0.00003150354,0.00005453736,0.000006775168,0.000005704126,0.00006627301,6.37309e-7,0.00009749559],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04297784,"threshold_uncertainty_score":0.08545536,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008816387693734256,"score_gpt":0.2395967778695582,"score_spread":0.230780390175824,"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."}}