{"id":"W3161484314","doi":"10.1007/s00268-021-06152-x","title":"Evaluation of Interventions Addressing Timely Access to Surgical Care in Low‐Income and Low‐Middle‐Income Countries as Outlined by the LANCET Commission 2030 Global Surgery Goals: A Systematic Review","year":2021,"lang":"en","type":"review","venue":"World Journal of Surgery","topic":"Global Health and Surgery","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Children's Hospital; University of British Columbia","funders":"","keywords":"Low and middle income countries; Vascular surgery; Cardiac surgery; Commission; Cardiothoracic surgery; Medicine; Psychological intervention; Abdominal surgery; Low income; Developing country; Surgery; Nursing; Business; Economic growth; Economics; Socioeconomics; Finance","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":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.02530569,0.0005912,0.010014,0.0009183343,0.0001439099,0.0001648194,0.0003957231,0.0002544825,0.0002378707],"category_scores_gemma":[0.008862644,0.0003754015,0.002284621,0.002280281,0.0001237695,0.000294737,0.0002210562,0.0008929723,0.00001364478],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001155635,"about_ca_system_score_gemma":0.004558689,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000599454,"about_ca_topic_score_gemma":0.0001084629,"domain_scores_codex":[0.9858224,0.004789952,0.005974159,0.0004077927,0.002336596,0.0006690669],"domain_scores_gemma":[0.9861286,0.006273293,0.003988892,0.0007075609,0.002277385,0.0006242807],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001456839,0.0001562861,0.006744931,0.9345077,0.0004086623,0.0005459617,0.00003029458,0.000001687349,1.940615e-8,0.00001442762,0.01087993,0.04656444],"study_design_scores_gemma":[0.0004251174,0.00003522048,0.0009974051,0.9224836,0.004706854,0.001593376,0.00008429274,0.000004995744,3.266485e-7,0.000009544319,0.06938864,0.0002706105],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001937354,0.9931291,0.000002747883,0.001370462,0.0009847305,0.002106312,0.0001977967,0.00001550536,0.0002559636],"genre_scores_gemma":[0.007243598,0.9915879,0.00001266017,0.0004297264,0.0003245308,0.0001153928,0.0001396839,0.00004459727,0.0001018995],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.0585087,"threshold_uncertainty_score":0.9998698,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2231257989579015,"score_gpt":0.4750831821176698,"score_spread":0.2519573831597683,"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."}}