{"id":"W1987871677","doi":"10.1111/j.1468-1293.2005.00266.x","title":"There and back again: the impact of adult HIV prevalence on national life expectancies","year":2005,"lang":"en","type":"letter","venue":"HIV Medicine","topic":"Global Health Care Issues","field":"Health Professions","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"AIDS Vancouver; University of British Columbia; Providence Health Care","funders":"","keywords":"Life expectancy; Medicine; Human immunodeficiency virus (HIV); Demography; Gerontology; Environmental health; Developing country; Expectancy theory; Immunology; Population; Economic growth; Psychology","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":["research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0006860673,0.0004167586,0.0007670404,0.0001543213,0.0003225486,0.000003769838,0.00043197,0.0007339872,0.005563668],"category_scores_gemma":[0.002547008,0.0002191279,0.00009840414,0.0002419378,0.0004391941,0.00005668697,0.00009549188,0.002601148,0.001282776],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000471051,"about_ca_system_score_gemma":0.001034178,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003657624,"about_ca_topic_score_gemma":0.00003334275,"domain_scores_codex":[0.9959328,0.0007629947,0.0009193136,0.0004448385,0.001264671,0.000675354],"domain_scores_gemma":[0.9946671,0.002757237,0.0007280054,0.0005751643,0.00107822,0.000194244],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007707916,0.00001589743,0.003126873,0.001736059,0.00004648634,0.00001385572,0.0039724,0.000003685153,0.000004306844,0.0001395222,0.9908002,0.00006362727],"study_design_scores_gemma":[0.001815854,0.000584513,0.05437829,0.01116303,0.00007460853,0.00001145957,0.002393777,0.00008282586,0.000001578871,0.000282392,0.9289109,0.0003008469],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.00922677,0.008414041,0.000004074813,0.9125332,0.0007239116,0.001459241,0.0005069825,0.00005982248,0.06707192],"genre_scores_gemma":[0.04229425,0.003616873,0.00007769797,0.8964548,0.021212,0.0001593155,0.0003568571,0.00008394814,0.0357443],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.06188938,"threshold_uncertainty_score":0.9996999,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06757125068158437,"score_gpt":0.4372523988992833,"score_spread":0.3696811482176989,"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."}}