{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.003965185,0.0006640005,0.004202068,0.005579221,0.00002372576,0.00002125582,0.0002991895,0.0004599576,0.0003891872],"category_scores_gemma":[0.003420866,0.0005656607,0.001662466,0.004632136,0.0000356319,0.0001243233,0.0002106058,0.0009728822,0.0003895219],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001115989,"about_ca_system_score_gemma":0.005083107,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008434561,"about_ca_topic_score_gemma":0.00001725724,"domain_scores_codex":[0.9927352,0.0002938853,0.00407271,0.0008151189,0.001145081,0.0009379698],"domain_scores_gemma":[0.9940037,0.003967354,0.001037126,0.0003897839,0.0002502876,0.0003517405],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003547948,0.0004064204,0.0685992,0.3907766,0.0001290405,0.0009031119,0.00002905807,1.215506e-7,1.465246e-9,0.00002034281,0.2152793,0.3238214],"study_design_scores_gemma":[0.0001182576,0.000005812175,0.001546098,0.1289292,0.0005878472,0.000132163,0.000004828215,0.000001688495,1.170236e-8,0.000009284466,0.8683175,0.0003473067],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00009489463,0.989334,5.786421e-7,0.0002986678,0.006917444,0.0009709176,0.0002141186,0.00005502656,0.002114387],"genre_scores_gemma":[0.0001974581,0.9960791,0.00004079746,0.0004278589,0.001440596,0.0003636841,0.001165284,0.00008357338,0.0002015801],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.6530382,"threshold_uncertainty_score":0.9996795,"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."}}