{"id":"W4383187278","doi":"10.1080/13607863.2023.2230927","title":"Involuntary delayed retirement and mental health of older adults","year":2023,"lang":"en","type":"article","venue":"Aging & Mental Health","topic":"Retirement, Disability, and Employment","field":"Social Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Anger; Mental health; Health and Retirement Study; Anxiety; Depression (economics); Logistic regression; Odds; Psychology; Stressor; Gerontology; Odds ratio; Medicine; Psychiatry; Clinical 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001964709,0.0001688088,0.0003144546,0.0001033311,0.001064082,0.00003050694,0.0001816011,0.00004393454,0.0001107565],"category_scores_gemma":[0.00001466001,0.0001716344,0.00006860806,0.0003823362,0.000310786,0.0001558317,0.0001471171,0.0001169609,0.00002346466],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009498264,"about_ca_system_score_gemma":0.0003584858,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.0610081,"about_ca_topic_score_gemma":0.01949101,"domain_scores_codex":[0.9971231,0.0003659586,0.0005692903,0.0004308095,0.0007577943,0.0007530858],"domain_scores_gemma":[0.9990446,0.00004534117,0.0002342576,0.000222102,0.00003035266,0.000423379],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001520415,0.0006147152,0.4155077,0.001156031,0.00007538888,0.000002205602,0.3869162,0.000001703553,0.00004586003,0.002213727,0.09922089,0.09409351],"study_design_scores_gemma":[0.006047012,0.00257301,0.534681,0.002548584,0.00002009046,0.000004450527,0.3787716,0.0005221347,0.0002739177,0.001736009,0.07178644,0.001035811],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.952249,0.001320619,0.000004551775,0.0431407,0.0007875911,0.001395629,0.00008892947,0.0001433238,0.0008696528],"genre_scores_gemma":[0.9913293,0.005133279,0.0001693197,0.002605061,0.0001088382,0.00003236005,0.0002043488,0.00002048845,0.0003969652],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1191732,"threshold_uncertainty_score":0.9984007,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1038401696720671,"score_gpt":0.4311074768074989,"score_spread":0.3272673071354319,"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."}}