{"id":"W1976146615","doi":"10.1186/1471-2458-11-895","title":"The influence of childhood IQ and education on social mobility in the Newcastle Thousand Families birth cohort","year":2011,"lang":"en","type":"article","venue":"BMC Public Health","topic":"Health disparities and outcomes","field":"Social Sciences","cited_by":89,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"Economic and Social Research Council","keywords":"Social mobility; Medicine; Cohort study; Educational attainment; Cohort; Demography; Biostatistics; Social class; Public health; Population; Social deprivation; Gerontology; Developmental psychology; Psychology; Environmental health; Sociology","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":[],"consensus_categories":[],"category_scores_codex":[0.005237138,0.00007292606,0.0001551998,0.00004991099,0.001051045,0.00006705827,0.0002724502,0.00005917721,0.00001463021],"category_scores_gemma":[0.0008618388,0.0000439327,0.00002918995,0.000309916,0.0003671692,0.0001664569,0.0000269315,0.0001564634,0.000002438155],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001198584,"about_ca_system_score_gemma":0.003753454,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.06580986,"about_ca_topic_score_gemma":0.05358091,"domain_scores_codex":[0.9978839,0.0008683831,0.0003234819,0.0001565012,0.0003186808,0.0004490222],"domain_scores_gemma":[0.9989569,0.0005056605,0.0001443284,0.000183513,0.00007245479,0.000137124],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000006485959,0.0001952809,0.8332189,0.00006577672,0.000002052208,3.651183e-8,0.06015528,3.414161e-7,2.832151e-8,0.08465426,0.0008369557,0.02086463],"study_design_scores_gemma":[0.000089602,0.00003249072,0.9342579,0.00001238975,8.390422e-7,2.432711e-7,0.0350726,0.000001102701,1.634137e-7,0.00154608,0.02894686,0.00003976511],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9733396,0.0002838035,0.000003493766,0.01639726,0.0001363798,0.0006413254,0.00000799641,0.0000164088,0.009173713],"genre_scores_gemma":[0.99427,0.00103762,0.00004899843,0.00437048,0.0001139289,0.00006123778,0.000001374083,0.000004400249,0.00009190517],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.101039,"threshold_uncertainty_score":0.9636888,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0695050036636884,"score_gpt":0.365949629021345,"score_spread":0.2964446253576566,"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."}}