{"id":"W3086705040","doi":"10.3389/fpubh.2020.00498","title":"Travel Time to Health Facilities as a Marker of Geographical Accessibility Across Heterogeneous Land Coverage in Peru","year":2020,"lang":"en","type":"article","venue":"Frontiers in Public Health","topic":"Urban Transport and Accessibility","field":"Social Sciences","cited_by":74,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Cancer Institute; Fogarty International Center; National Institute of Mental Health; National Heart, Lung, and Blood Institute; Fondo Nacional de Desarrollo Científico, Tecnológico y de Innovación Tecnológica; Medical Research Council; Alliance for Health Policy and Systems Research; Harvard T.H. Chan School of Public Health; Inter-American Institute for Global Change Research; Consejo Nacional de Ciencia, Tecnología e Innovación Tecnológica; World Diabetes Foundation; National Science Foundation; Grand Challenges Canada; Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung; International Development Research Centre; National Institutes of Health; Bloomberg Philanthropies; Wellcome Trust","keywords":"Geography; Land use; Environmental planning; Travel time; Environmental health; Environmental resource management; Business; Transport engineering; Medicine; Civil engineering; Environmental science; Engineering","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005158832,0.000240639,0.0002332766,0.001453495,0.0003066968,0.0006938927,0.0002641306,0.000185363,0.0007558787],"category_scores_gemma":[0.003430523,0.0001507053,0.000308461,0.002573399,0.0002698669,0.0005935254,0.001156741,0.000226048,0.00007897927],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000469785,"about_ca_system_score_gemma":0.0002838836,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05514025,"about_ca_topic_score_gemma":0.04957672,"domain_scores_codex":[0.9996025,0.0002397025,0.00001891304,0.00006582063,0.00003222808,0.00004090764],"domain_scores_gemma":[0.9991454,0.0003539932,0.0002923113,0.00006940202,0.00009785602,0.00004105837],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004898543,0.0000229068,0.990378,0.00003778783,0.00007763518,0.00008561333,0.00105745,0.00224757,0.0004092337,0.0002117334,0.0001109101,0.00531211],"study_design_scores_gemma":[0.000004776598,0.00007803222,0.9881513,0.00002012782,0.00004569441,0.0001250028,0.002243182,0.008339307,0.0001385925,0.000254486,0.0005895933,0.00000991566],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981865,0.0001186173,0.0007605136,0.00003917343,5.257368e-7,0.000009995547,0.0003813405,0.000009283871,0.0004940118],"genre_scores_gemma":[0.9990696,0.00007873349,0.0004791691,0.000004064648,0.000001068631,0.00001314186,0.0003051705,0.000001794013,0.00004711917],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05514025,"threshold_uncertainty_score":0.1096386,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03534695751192147,"score_gpt":0.3253906616726037,"score_spread":0.2900437041606823,"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."}}