{"id":"W4411580457","doi":"10.1097/js9.0000000000002629","title":"A national roadmap for improving children surgical care: an experience from Tanzania","year":2025,"lang":"en","type":"article","venue":"International Journal of Surgery","topic":"Global Health and Surgery","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Tanzania; Medicine; Road map; Medical emergency; Cartography; Environmental planning; Geography","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":[0.004301999,0.0003240229,0.0001323627,0.0006176753,0.002743943,0.001156588,0.0006620737,0.0006985475,0.005124249],"category_scores_gemma":[0.003717128,0.0002193837,0.0003188104,0.0006302338,0.001278011,0.0009081037,0.004024414,0.001444457,0.0003316711],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00452406,"about_ca_system_score_gemma":0.02293321,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0220401,"about_ca_topic_score_gemma":0.05072879,"domain_scores_codex":[0.9985405,0.0006595837,0.00006418712,0.00004354327,0.0001491281,0.0005430466],"domain_scores_gemma":[0.9970165,0.0006501636,0.0002512204,0.00006224502,0.0002659666,0.001753781],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0006163871,0.0009758861,0.1833794,0.007903183,0.0000732738,0.0281318,0.2265067,0.003763781,0.0183543,0.03868535,0.08335125,0.4082586],"study_design_scores_gemma":[0.0002755365,0.003015418,0.3150908,0.004578552,0.00008833272,0.006536574,0.3407132,0.002814482,0.002925394,0.004412579,0.3193913,0.0001578975],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.942186,0.005725354,0.002202228,0.02932755,0.0003957389,0.0009067102,0.0005509646,0.00009844141,0.01860699],"genre_scores_gemma":[0.9787177,0.002766342,0.009560715,0.002864072,0.00007634365,0.0004301768,0.0003470285,0.00003437877,0.005203363],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0220401,"threshold_uncertainty_score":0.0438236,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02432774018354313,"score_gpt":0.3539242785890928,"score_spread":0.3295965384055497,"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."}}