{"id":"W2128390085","doi":"10.1177/0164027506291748","title":"Employment and Social Integration in Midlife","year":2006,"lang":"en","type":"article","venue":"Research on Aging","topic":"Retirement, Disability, and Employment","field":"Social Sciences","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Welfare; Socioeconomic status; Demographic economics; Incentive; Economics; Social Welfare; Labour economics; Psychology; Sociology; Political science; Demography; Population","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":[0.003160953,0.00005603939,0.00008037532,0.0001583991,0.000567105,0.0001488617,0.0001076226,0.0000439049,0.00006961425],"category_scores_gemma":[0.0001085806,0.00005240657,0.00002253975,0.0002796992,0.0003038932,0.0001043114,0.00004556906,0.0001976787,0.00002648734],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004487742,"about_ca_system_score_gemma":0.00007653548,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01759881,"about_ca_topic_score_gemma":0.01971015,"domain_scores_codex":[0.9978775,0.0005489359,0.0001434041,0.000211533,0.0008030311,0.0004155681],"domain_scores_gemma":[0.9996327,0.000158954,0.00001802293,0.00007504631,0.00006404242,0.00005123182],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006412218,0.0006836281,0.4583949,0.00006025007,0.000008383039,0.00001376739,0.04312377,0.00002053123,0.001479996,0.3972887,0.01310929,0.08575267],"study_design_scores_gemma":[0.001379686,0.0002616166,0.7739983,0.0002626277,0.000005341732,2.812641e-7,0.06576879,0.0003023429,0.001885893,0.06883559,0.08684839,0.0004511253],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9347824,0.00004938317,0.00001800014,0.01238414,0.00005532113,0.0002991827,0.000001027234,0.00002691553,0.05238366],"genre_scores_gemma":[0.9982314,0.00004844034,0.00002518201,0.00008363676,0.0002621536,0.00003436437,0.000003745576,0.000005573187,0.001305581],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3284531,"threshold_uncertainty_score":0.9981776,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4453160571993056,"score_gpt":0.5485533578105117,"score_spread":0.1032373006112062,"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."}}