{"id":"W3148748187","doi":"10.2139/ssrn.3665887","title":"The Impact of Social Security on Pension Claiming and Retirement: Active vs. Passive Decisions","year":2020,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Retirement, Disability, and Employment","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Pension; Social security; Actuarial science; Business; Economics; Finance","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":[],"category_scores_codex":[0.00147036,0.0001217353,0.0001828403,0.00002659055,0.001917423,0.00008521721,0.0002456443,0.00007263693,0.00004405303],"category_scores_gemma":[0.0008124066,0.00007981373,0.000176076,0.0002095325,0.0003247996,0.0001375632,0.00005739285,0.0009037832,0.000004785663],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001243935,"about_ca_system_score_gemma":0.001621738,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006683184,"about_ca_topic_score_gemma":0.002855769,"domain_scores_codex":[0.9974313,0.0003947724,0.0002645898,0.0001869247,0.0005761759,0.001146262],"domain_scores_gemma":[0.9990657,0.0002906462,0.0002381832,0.00008302538,0.0001652909,0.0001571578],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.002919316,0.0005183734,0.02436507,0.00001464569,0.0008262077,0.000005481172,0.1646944,0.00003699776,0.001126564,0.6066651,0.004672965,0.1941549],"study_design_scores_gemma":[0.002163907,0.004526728,0.05992675,0.00008677276,0.0001531299,0.000009283532,0.1784053,0.0001840006,0.0005370322,0.7486421,0.004870332,0.0004946078],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9842024,0.0002096741,0.00004854588,0.01218611,0.00008723952,0.0002445905,0.000004848858,0.00001248574,0.003004075],"genre_scores_gemma":[0.9954885,0.004033731,0.000002933329,0.00008443589,0.000332496,0.000003381441,0.000001107532,0.000008722363,0.00004466665],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1936603,"threshold_uncertainty_score":0.999382,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1028098188289938,"score_gpt":0.4125579481872412,"score_spread":0.3097481293582474,"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."}}