{"id":"W3118122884","doi":"10.1093/aje/kwab038","title":"Early-Life Socioeconomic Position and the Accumulation of Health-Related Deficits by Midlife in the 1958 British Birth Cohort Study","year":2021,"lang":"en","type":"article","venue":"American Journal of Epidemiology","topic":"Frailty in Older Adults","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Medical Research Council; Faculty of Medicine, Dalhousie University; Fakultet Medicinskih Nauka, Univerziteta U Kragujevcu; University College London; Manchester Metropolitan University; Wellcome Trust; Economic and Social Research Council; Dalhousie University","keywords":"Socioeconomic status; Cohort; Cohort study; Demography; Medicine; Gerontology; Life course approach; Environmental health; Psychology; Developmental psychology; Population; Sociology","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":[0.001285905,0.0003005625,0.0005671232,0.000911758,0.001011985,0.0009627489,0.0006638413,0.000513149,0.001491103],"category_scores_gemma":[0.002686267,0.0005501744,0.0007053535,0.001826318,0.0002585179,0.0003968095,0.0008804083,0.0009476069,0.0003284092],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001352131,"about_ca_system_score_gemma":0.0009477075,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.4227014,"about_ca_topic_score_gemma":0.5198604,"domain_scores_codex":[0.9993488,0.0001410052,0.00009304565,0.0001308029,0.0001271077,0.0001591955],"domain_scores_gemma":[0.9985739,0.0001106569,0.0003779656,0.0002617742,0.0003031125,0.0003726039],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002035211,0.00004017881,0.9958239,0.00003691043,0.0002891385,0.0000942124,0.0004014915,0.00004928669,0.0002463432,0.00008532283,0.001099166,0.001630588],"study_design_scores_gemma":[0.000007832466,0.00001518802,0.9993274,0.00002036032,0.00003427596,0.00003374208,0.0001032595,0.00005616077,0.00001087796,0.00001281858,0.0003737412,0.000004371001],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9903437,0.002663894,0.0002402848,0.0002767844,0.00006562747,0.00003548841,0.00534848,0.000009915168,0.001015887],"genre_scores_gemma":[0.9961107,0.0007819322,0.000148817,0.0001033366,0.00001331408,0.00003243587,0.002146668,0.000004067603,0.0006586398],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4227014,"threshold_uncertainty_score":0.8404819,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04080768810398268,"score_gpt":0.3533148101491866,"score_spread":0.312507122045204,"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."}}