{"id":"W2124738462","doi":"10.1093/geront/40.5.517","title":"Diversity and the State of Sociological Aging Theory","year":2000,"lang":"en","type":"article","venue":"The Gerontologist","topic":"Retirement, Disability, and Employment","field":"Social Sciences","cited_by":85,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Diversity (politics); Sociology; Sociological theory; Epistemology; Sociological research; State (computer science); Inequality; Social science; Computer science; Philosophy; Anthropology; Mathematics","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":["sts"],"consensus_categories":["sts"],"category_scores_codex":[0.003058019,0.00005756694,0.0001272653,0.000004094382,0.002511441,0.00001405741,0.0003316398,0.00003037388,0.0004142394],"category_scores_gemma":[0.0001415576,0.00002671624,0.00005523358,0.00003751986,0.005753338,0.00004097078,0.0002738602,0.00008286338,0.00000808724],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003608952,"about_ca_system_score_gemma":0.00001467895,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008262885,"about_ca_topic_score_gemma":0.002070575,"domain_scores_codex":[0.9983999,0.001004447,0.0001120514,0.0001153531,0.000174952,0.0001933392],"domain_scores_gemma":[0.9991613,0.0005784372,0.00004939241,0.0001632423,0.00001775977,0.0000298909],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0006364011,0.0001300952,0.2022083,0.00001780715,0.00008853278,0.000002089748,0.4680308,0.00003438217,0.000006802246,0.2220046,0.0006375362,0.1062026],"study_design_scores_gemma":[0.0009566445,0.00007415639,0.3139493,0.000009086715,0.00006295978,7.243369e-7,0.02554508,0.0000269601,0.00001944411,0.655158,0.004051863,0.0001457548],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9540717,0.0005086352,0.00003251424,0.004961128,0.00005315029,0.0002035836,0.000002079421,0.0000249233,0.04014232],"genre_scores_gemma":[0.9969364,0.0006737154,0.000008517896,0.0002755396,0.00003999162,0.000004951345,2.674685e-7,0.000001368131,0.002059287],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4424857,"threshold_uncertainty_score":0.9987872,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2291027242631167,"score_gpt":0.402295504111063,"score_spread":0.1731927798479463,"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."}}