{"id":"W4412930257","doi":"10.1007/s00383-025-06144-1","title":"The impact of gender on pediatric surgical access and outcomes in Africa","year":2025,"lang":"en","type":"review","venue":"Pediatric Surgery International","topic":"Global Health and Surgery","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University; McGill University Health Centre; Montreal Children's Hospital","funders":"","keywords":"Pediatric surgery; Medicine; General surgery; Surgery","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":[],"consensus_categories":[],"category_scores_codex":[0.001346034,0.0004036507,0.001944778,0.001612869,0.00006157018,0.00005058349,0.0003102572,0.0003022685,0.0001265357],"category_scores_gemma":[0.00203202,0.0002318245,0.001180252,0.001086844,0.00004265502,0.00007633345,0.0001685405,0.0005490758,0.00001763305],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003147969,"about_ca_system_score_gemma":0.002367201,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008746674,"about_ca_topic_score_gemma":0.000002356485,"domain_scores_codex":[0.9967411,0.0002301267,0.001389368,0.0004252741,0.0006736164,0.0005405301],"domain_scores_gemma":[0.9859132,0.01281727,0.0005559512,0.0003109634,0.0001734798,0.0002291508],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001574814,0.0003171711,0.7583782,0.006580705,0.0002075801,0.0002033566,0.00001076574,0.000001859177,4.169549e-10,0.0001432197,0.02979648,0.2042032],"study_design_scores_gemma":[0.001033881,0.00009669291,0.2968569,0.001832076,0.001168046,0.0001993155,0.00000857188,0.00002170731,2.231386e-8,0.0002572462,0.6979024,0.0006231685],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.005210461,0.9853275,7.883464e-7,0.000137296,0.001808292,0.0005363162,0.0002145931,0.00002471612,0.006740019],"genre_scores_gemma":[0.007386416,0.9906086,0.000003141791,0.00003200339,0.001086195,0.00009158062,0.0001222122,0.00002272526,0.0006471366],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.6681059,"threshold_uncertainty_score":0.9453529,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08841901929428907,"score_gpt":0.4313699800009033,"score_spread":0.3429509607066142,"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."}}