{"id":"W2796130706","doi":"10.1371/journal.pone.0195031","title":"Empirical estimation of life expectancy from a linked health database of adults who entered care for HIV","year":2018,"lang":"en","type":"article","venue":"PLoS ONE","topic":"HIV-related health complications and treatments","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Ontario; University Health Network; University of Toronto; St. Michael's Hospital; Institute for Clinical Evaluative Sciences; Public Health Agency of Canada","funders":"Canadian Institutes of Health Research; Government of Ontario; Institute for Clinical Evaluative Sciences","keywords":"Medicine; Life expectancy; Mortality rate; Demography; Cohort; Estimation; Cohort study; Confidence interval; Rate ratio; Gerontology; Pediatrics; Population; Internal medicine; Environmental health","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.005889731,0.0003323773,0.0005923412,0.002701178,0.0003933455,0.001221133,0.00108229,0.0006760299,0.001849456],"category_scores_gemma":[0.04705828,0.000292788,0.0007897342,0.00336707,0.0003359285,0.001039509,0.0008872312,0.0005972189,0.0004422876],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003256546,"about_ca_system_score_gemma":0.00200191,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1931835,"about_ca_topic_score_gemma":0.1283417,"domain_scores_codex":[0.9975193,0.0009398843,0.000384254,0.0005159248,0.0004594508,0.0001811214],"domain_scores_gemma":[0.9756763,0.01217823,0.006354479,0.001841085,0.003266358,0.0006836659],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000110949,0.00003336426,0.985999,0.0001156161,0.0002757933,0.00007977388,0.0001030348,0.004258944,0.00003945953,0.0003347168,0.002577584,0.006071794],"study_design_scores_gemma":[0.00006249201,0.00007956286,0.9363244,0.0002430983,0.0002165089,0.0003482893,0.000270074,0.05666417,0.0001242283,0.00103318,0.004601734,0.00003225049],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8569924,0.001574386,0.005750834,0.001018587,0.00003152951,0.0002760941,0.1316794,0.00009160332,0.002585053],"genre_scores_gemma":[0.9134122,0.0005744373,0.003750231,0.0001572569,0.00003598673,0.000190129,0.08154798,0.000006893622,0.0003249679],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1931835,"threshold_uncertainty_score":0.3841181,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08561563878036725,"score_gpt":0.3594330587312684,"score_spread":0.2738174199509011,"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."}}