{"id":"W3086701089","doi":"10.1101/2020.09.14.20193961","title":"Early-life socioeconomic position and the accumulation of health-related deficits by midlife in the 1958 British birth cohort study","year":2020,"lang":"en","type":"preprint","venue":"medRxiv","topic":"Frailty in Older Adults","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"Medical Research Council","keywords":"Socioeconomic status; Medicine; Hazard ratio; Cohort; Demography; Life course approach; Gerontology; Cohort study; Population; Confidence interval; Psychology; Environmental health; Internal medicine; Developmental 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00106238,0.0002716002,0.0003944412,0.0008830421,0.000739838,0.0007833481,0.0005884977,0.0004285088,0.001694771],"category_scores_gemma":[0.002083879,0.0003445632,0.0005574158,0.001569075,0.0002404383,0.0003124782,0.0007040912,0.0007858078,0.0002955527],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009269327,"about_ca_system_score_gemma":0.000658299,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3152705,"about_ca_topic_score_gemma":0.3660978,"domain_scores_codex":[0.9995011,0.0001177354,0.0000644657,0.00009506847,0.00009415949,0.0001274318],"domain_scores_gemma":[0.9984882,0.0001173116,0.0004606881,0.0002415642,0.0003307621,0.0003615186],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000108256,0.00002372177,0.9981309,0.00001579045,0.0001639904,0.00004554878,0.0001230922,0.00003523572,0.0001363582,0.00004495874,0.000456605,0.0007156421],"study_design_scores_gemma":[0.000003382322,0.000009614558,0.9996554,0.000008449166,0.00001675932,0.00001717058,0.00005472212,0.00004522688,0.000009033392,0.000008377157,0.0001698176,0.000002071555],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9906675,0.001664733,0.000202565,0.0002036111,0.00004521492,0.00001905605,0.006278416,0.000008178557,0.0009106146],"genre_scores_gemma":[0.9971384,0.000358923,0.00008351081,0.00004953725,0.000008804107,0.00001329699,0.001875857,0.00000237003,0.0004693373],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3152705,"threshold_uncertainty_score":0.6268709,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04055295003200583,"score_gpt":0.311953062012414,"score_spread":0.2714001119804081,"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."}}