{"id":"W2608847808","doi":"10.1097/ede.0000000000000677","title":"Declining US Life Expectancy","year":2017,"lang":"en","type":"letter","venue":"Epidemiology","topic":"Healthcare Policy and Management","field":"Economics, Econometrics and Finance","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Natural Sciences and Engineering Research Council of Canada; McGill University; Fonds de Recherche du Québec - Santé; McGill University Health Centre","funders":"","keywords":"Life expectancy; Demography; Medicine; Gerontology; Population; Race (biology); Cause of death; Health statistics; Disease; Psychological intervention; Environmental health; Psychiatry; Biology; Pathology","routes":{"ca_aff":true,"ca_fund":false,"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":[0.003244544,0.001324715,0.00106859,0.001242149,0.001630005,0.003151057,0.001980344,0.007335989,0.01837356],"category_scores_gemma":[0.03003283,0.0005868739,0.0008024735,0.001176717,0.001645123,0.004113112,0.001858199,0.01472434,0.00740107],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001881763,"about_ca_system_score_gemma":0.003700782,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003638767,"about_ca_topic_score_gemma":0.005938865,"domain_scores_codex":[0.9982585,0.0003796664,0.0002349553,0.0003105738,0.0006400492,0.0001762808],"domain_scores_gemma":[0.9904986,0.003698747,0.0007552765,0.0002672426,0.003606499,0.001173705],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.00001112278,0.000004241003,0.0001992083,0.000122766,0.000007020228,0.00004275918,0.0000320654,0.00001452298,0.00001478303,0.0004127885,0.9865299,0.01260874],"study_design_scores_gemma":[0.00003713366,0.00003713901,0.001561792,0.001098646,0.00003311918,0.0003668166,0.0001513657,0.0001157833,0.0001013456,0.001714403,0.9947565,0.00002607181],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0004211317,0.01751548,0.0001939357,0.5887557,0.3890669,0.00001521457,0.0007485801,0.00007983156,0.00320342],"genre_scores_gemma":[0.007887282,0.02451019,0.0003365454,0.4239666,0.5336248,0.00006539241,0.0006581538,0.00009354088,0.008857496],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01837356,"threshold_uncertainty_score":0.06146562,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2982070684698875,"score_gpt":0.377236713003671,"score_spread":0.07902964453378353,"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."}}