{"id":"W4398253115","doi":"10.1007/s00383-024-05718-9","title":"A review of twenty-first century developments in paediatric surgery in Africa","year":2024,"lang":"en","type":"review","venue":"Pediatric Surgery International","topic":"Global Health and Surgery","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia Hospital","funders":"","keywords":"Medicine; Workforce; Capacity building; Paediatric surgery; Mentorship; Health care; Pediatric surgery; Medical education; Economic shortage; Developing country; Nursing; Public relations; Economic growth; Political science; Surgery; Government (linguistics)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00142039,0.0009853138,0.001867212,0.006519558,0.0004026675,0.00161379,0.0009245485,0.0009844623,0.004459171],"category_scores_gemma":[0.002524902,0.0003733682,0.0009399272,0.007686444,0.000512077,0.002135478,0.0009978024,0.001501007,0.000845361],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009374968,"about_ca_system_score_gemma":0.003406366,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002594242,"about_ca_topic_score_gemma":0.008017218,"domain_scores_codex":[0.9995142,0.00008553651,0.0001438787,0.00006027878,0.0001548676,0.00004110989],"domain_scores_gemma":[0.9983473,0.0009463421,0.0003174302,0.00001856387,0.000253244,0.0001171741],"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":[0.00009673842,0.00007841786,0.0004645378,0.1151381,0.0002347548,0.0002844007,0.0001805997,0.000246289,0.000678101,0.002018319,0.03802065,0.8425592],"study_design_scores_gemma":[0.0000410418,0.0001936974,0.004023667,0.07344958,0.000733553,0.001866329,0.0003554322,0.0001127928,0.0002606857,0.001229612,0.9176842,0.00004933934],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00004957783,0.9993541,0.00002652933,0.0001568538,0.0001763457,0.000003182862,0.00001573503,0.000002111558,0.0002155928],"genre_scores_gemma":[0.0001702914,0.9994434,0.00006632118,0.0001187513,0.0001078217,0.000001910678,0.00001186049,4.193637e-7,0.00007929306],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.006519558,"threshold_uncertainty_score":0.01491743,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05859523492858593,"score_gpt":0.344325798966566,"score_spread":0.2857305640379801,"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."}}