{"id":"W3137152387","doi":"10.1136/bmjgh-2021-005300","title":"Employing learning health system principles to advance research on severe neonatal and paediatric illness in Kenya","year":2021,"lang":"en","type":"review","venue":"BMJ Global Health","topic":"Electronic Health Records Systems","field":"Health Professions","cited_by":53,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Global Health Research","funders":"Medical Research Council; Wellcome Trust; Wellcome; World Health Organization","keywords":"Medicine; Malaria; Psychological intervention; Intensive care medicine; Health care; Integrated Management of Childhood Illness; Malnutrition; Pediatrics; Nursing; Environmental health; Health services; Population; Immunology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.02715945,0.00101764,0.005887252,0.001079087,0.003330639,0.0000647133,0.0008281307,0.001133561,0.00002276422],"category_scores_gemma":[0.002221136,0.0009416491,0.0002778013,0.005195641,0.00007113172,0.0001477584,0.001025195,0.007702343,0.0006420331],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.03644151,"about_ca_system_score_gemma":0.0492884,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01066732,"about_ca_topic_score_gemma":0.01438565,"domain_scores_codex":[0.9552562,0.02986752,0.005251555,0.002323456,0.001890843,0.005410472],"domain_scores_gemma":[0.9889935,0.004473806,0.002365231,0.00136379,0.0005013828,0.002302239],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004157869,0.00004512495,0.001218146,0.2027672,0.00002457241,0.00009128576,0.001075966,0.00004523562,7.613146e-10,0.007592539,0.003633448,0.783465],"study_design_scores_gemma":[0.000578272,0.0007137632,0.0003135585,0.1741466,0.00001229952,0.0002359685,0.005260455,0.00003922528,1.822032e-9,0.00001195523,0.8181374,0.000550551],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002349907,0.9737568,0.0001125244,0.002659627,0.002625894,0.01809244,0.0003642092,0.0003402004,0.001813353],"genre_scores_gemma":[0.0004933242,0.9906185,0.0005762288,0.001203195,0.001889031,0.003710343,0.0002348826,0.0002129638,0.001061528],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.814504,"threshold_uncertainty_score":0.9993034,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2265563853576001,"score_gpt":0.5961229813150375,"score_spread":0.3695665959574374,"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."}}