{"id":"W3195777960","doi":"10.1371/journal.pone.0253073","title":"Burden of disease among the world’s poorest billion people: An expert-informed secondary analysis of Global Burden of Disease estimates","year":2021,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Global Maternal and Child Health","field":"Medicine","cited_by":88,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Leona M. and Harry B. Helmsley Charitable Trust","keywords":"Poverty; Disease burden; Population; Environmental health; Extreme poverty; Disease; Burden of disease; Global health; Medicine; Demography; Public health; Geography; Socioeconomics; Economic growth; Economics","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":[0.0001009646,0.0001670032,0.0007189691,0.0001219598,0.00005167619,0.00001129135,0.0001865239,0.0000389771,0.0006309111],"category_scores_gemma":[0.0002416875,0.0001134257,0.0002217452,0.001128237,0.0001589454,0.0001115918,0.0001055311,0.0001022011,0.000003820455],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007365795,"about_ca_system_score_gemma":0.0004774155,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003729339,"about_ca_topic_score_gemma":0.001361366,"domain_scores_codex":[0.9982671,0.00005824719,0.0005475033,0.0002383371,0.0006449986,0.0002437889],"domain_scores_gemma":[0.9982038,0.00008971931,0.0002694241,0.0005970832,0.0003437246,0.0004962193],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001160501,0.001466647,0.9894364,0.001702973,0.00192474,0.00004260426,0.000879755,0.0003408248,0.002141382,0.0003857003,0.0001519291,0.0003665016],"study_design_scores_gemma":[0.0007584294,0.0001453643,0.9859718,0.0007955545,0.004195536,6.948752e-7,0.0006783273,0.004777759,0.002326645,0.0002243971,0.00001836672,0.0001071068],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9941796,0.001346705,0.000003791481,0.002875004,0.00002724605,0.0002924931,0.0005844049,0.00002590291,0.0006648402],"genre_scores_gemma":[0.9985903,0.0002563969,0.0002422954,0.0002312142,0.0001208675,0.00001336506,0.0003310581,0.00001157052,0.0002029373],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004436934,"threshold_uncertainty_score":0.6908033,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02000389418129631,"score_gpt":0.2843104682446323,"score_spread":0.264306574063336,"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."}}