{"id":"W3036696697","doi":"10.2196/16485","title":"Admissions to a Low-Resource Neonatal Unit in Malawi Using a Mobile App: Digital Perinatal Outcome Audit","year":2020,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Wellcome Trust","keywords":"mHealth; Medicine; Audit; Case fatality rate; Neonatal intensive care unit; Respiratory distress; Emergency medicine; Pediatrics; Medical emergency; Psychological intervention; Nursing; Population; Environmental health","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001470876,0.0001985625,0.0001788932,0.0009700579,0.0007753023,0.0005880374,0.0003801934,0.0002023805,0.0009177738],"category_scores_gemma":[0.006788704,0.0001986081,0.000177931,0.0008280168,0.0005019461,0.0005065911,0.0017869,0.0005316713,0.0001346645],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001828094,"about_ca_system_score_gemma":0.001945588,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01862472,"about_ca_topic_score_gemma":0.04309757,"domain_scores_codex":[0.9988986,0.0004308179,0.0002178252,0.00009156892,0.0002009344,0.0001603232],"domain_scores_gemma":[0.9960251,0.0009376677,0.001602129,0.0001944901,0.00080612,0.0004345615],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009120297,0.0001203942,0.9686913,0.0002021991,0.00001496002,0.001041812,0.004324645,0.00009027894,0.000535887,0.00007113388,0.0008952698,0.02392095],"study_design_scores_gemma":[0.000006713236,0.0003085185,0.9910028,0.0001683095,0.00001517446,0.0006075336,0.005572533,0.0003453828,0.0006401186,0.00003067981,0.001291578,0.00001056513],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975873,0.0001704606,0.0003516104,0.0002817238,0.000007473445,0.0002775677,0.0007106825,0.00001493989,0.0005981845],"genre_scores_gemma":[0.9963199,0.0006160153,0.001626233,0.0001709931,0.0000120024,0.0002922195,0.0005792212,0.000004245245,0.0003792848],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01862472,"threshold_uncertainty_score":0.0370326,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1128159819340513,"score_gpt":0.4655842108679956,"score_spread":0.3527682289339443,"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."}}