{"id":"W2949237976","doi":"10.3389/fped.2019.00214","title":"Pediatric Cardiac Surgery in Low-and Middle-Income Countries: Present Status and Need for a Paradigm Shift","year":2019,"lang":"en","type":"article","venue":"Frontiers in Pediatrics","topic":"Congenital Heart Disease Studies","field":"Medicine","cited_by":40,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Frontiers Foundation","keywords":"Medicine; Global health; Developing country; Child mortality; Incidence (geometry); Developed country; Pediatrics; Environmental health; Public health; Population; Economic growth; Nursing","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.0121378,0.0004104612,0.001216789,0.001612846,0.001076904,0.004760653,0.00123456,0.001985166,0.003719333],"category_scores_gemma":[0.01099247,0.0001997672,0.0005801404,0.002827043,0.003334432,0.006247088,0.002818959,0.003867192,0.0005140243],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002655806,"about_ca_system_score_gemma":0.0152553,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0032533,"about_ca_topic_score_gemma":0.006728934,"domain_scores_codex":[0.9976022,0.001147489,0.000315268,0.0001930318,0.0005186339,0.0002234726],"domain_scores_gemma":[0.9788609,0.0150862,0.001465293,0.0003264466,0.002831981,0.001429286],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001080104,0.0001424287,0.00392747,0.02406267,0.0001092529,0.0005619982,0.002821404,0.0002108806,0.0004070374,0.04191546,0.04564868,0.8800847],"study_design_scores_gemma":[0.00003795939,0.0003620582,0.01139114,0.05435076,0.0002159824,0.001789721,0.0151524,0.0001732287,0.0002310619,0.03564704,0.8805748,0.00007391572],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0009019495,0.9323666,0.0002545048,0.06302496,0.001661405,0.000008336626,0.00002623503,0.000008906222,0.001746999],"genre_scores_gemma":[0.008262373,0.9829044,0.000841737,0.006116377,0.001641171,0.00001919584,0.00003324917,0.000004455937,0.0001770531],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.0121378,"threshold_uncertainty_score":0.06419158,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01006322645487146,"score_gpt":0.2408127824612719,"score_spread":0.2307495560064004,"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."}}