{"id":"W4376891751","doi":"10.3389/fpubh.2023.1168805","title":"From research to a political commitment to strengthen access to surgical, obstetric, and anesthesia care in Africa by 2030","year":2023,"lang":"en","type":"article","venue":"Frontiers in Public Health","topic":"Global Health and Surgery","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Royal College of Surgeons of England; Royal College of Surgeons in Ireland; McGill University; Fogarty International Center; Harvard University","keywords":"Declaration; Summit; Medicine; Economic growth; Health care; Politics; Action plan; Population; Public administration; Political science; Environmental health; Law; Management; Geography","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002638046,0.0001896034,0.0007016202,0.00185469,0.0001365462,0.0001162463,0.0003116313,0.0001614906,0.00003232224],"category_scores_gemma":[0.001344094,0.0001777993,0.0000378376,0.004442505,0.00005471042,0.0001061462,0.0002384989,0.0005145294,0.00007076337],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002006192,"about_ca_system_score_gemma":0.00151386,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008911938,"about_ca_topic_score_gemma":0.0003558159,"domain_scores_codex":[0.9946665,0.000658383,0.0006259725,0.0006616614,0.0008606321,0.002526846],"domain_scores_gemma":[0.9943674,0.000607612,0.00003062794,0.0004699281,0.000170638,0.004353795],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002127825,0.0001413889,0.1506474,0.0001458505,0.000006995921,0.00041003,0.004080784,0.000002251589,2.364391e-7,0.0001924542,0.78846,0.0556998],"study_design_scores_gemma":[0.0009418427,0.0005888586,0.1327512,0.0001660852,0.000001446574,0.00000818348,0.009767099,0.00006942957,0.000001432772,0.000148884,0.8554158,0.0001397325],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6855463,0.001953911,0.00004669578,0.3083846,0.0004148567,0.0019987,0.0001548705,0.00008547924,0.001414513],"genre_scores_gemma":[0.9834473,0.0003167974,0.00197619,0.01316198,0.0001737256,0.0003444944,0.0001908103,0.00003477524,0.000353925],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.297901,"threshold_uncertainty_score":0.9976878,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1323617344164113,"score_gpt":0.4118643639026942,"score_spread":0.2795026294862829,"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."}}