{"id":"W4224995281","doi":"10.1016/s0140-6736(21)02532-0","title":"Improving health and social systems for all children in LMICs: structural innovations to deliver high-quality services","year":2022,"lang":"en","type":"article","venue":"The Lancet","topic":"Global Maternal and Child Health","field":"Medicine","cited_by":96,"is_retracted":false,"has_abstract":false,"ca_institutions":"Hospital for Sick Children; Centre for Global Health Research","funders":"International Development Research Centre; UNICEF; World Health Organization; Rockefeller Foundation; Institute of International Education; Bill and Melinda Gates Foundation","keywords":"Social determinants of health; Competence (human resources); Health care; Health policy; HRHIS; Social competence; Mental health; Service delivery framework; International health; Quality (philosophy)","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.0003890669,0.00005656681,0.0002397024,0.00002789896,0.0002302661,0.00001557454,0.00009710835,0.00001401083,0.00000390975],"category_scores_gemma":[0.00000557571,0.00003950045,0.00001206418,0.00009197219,0.000009419216,0.00002147151,0.00008558231,0.0001275449,8.883671e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001019353,"about_ca_system_score_gemma":0.00003939169,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01343322,"about_ca_topic_score_gemma":0.0002884023,"domain_scores_codex":[0.9993142,0.00006537369,0.0001876342,0.000114386,0.0001135545,0.000204831],"domain_scores_gemma":[0.9997327,0.00001747476,0.00008021244,0.000102287,0.00002728072,0.00004008138],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002380627,0.0001004947,0.8610008,0.003878932,0.0001620924,0.000003672728,0.02088348,0.0003276933,0.0009242737,0.08565003,0.01216292,0.01252499],"study_design_scores_gemma":[0.001461305,0.0001637078,0.9939728,0.00002811287,0.000007569263,0.00001901615,0.0010155,0.0002523768,0.000002842312,0.0008395002,0.002179077,0.00005812593],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9650609,0.0003096728,0.00001056456,0.03344569,0.000117456,0.0006116565,0.0004026935,0.00002188395,0.000019448],"genre_scores_gemma":[0.9712238,0.00001338175,0.000136694,0.0279417,0.000517939,0.00003766093,0.00009868571,0.0000057092,0.00002446719],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1329721,"threshold_uncertainty_score":0.9931364,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03174176199790323,"score_gpt":0.3374072337674036,"score_spread":0.3056654717695004,"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."}}