{"id":"W2342661676","doi":"","title":"Perspectives: Why We Need a Pension Revolution","year":2007,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Financial Literacy, Pension, Retirement Analysis","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Mindset; Pension; Plan (archaeology); Certainty; Pension plan; Institution; Ideal (ethics); Scale (ratio); Business; Best practice; Actuarial science; Economics; Finance; Political science; Management; Law; Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009705996,0.0004632441,0.0006242483,0.0009435882,0.006883363,0.0102864,0.001200884,0.01801371,0.01813256],"category_scores_gemma":[0.01755196,0.0002478467,0.0006833988,0.001005772,0.01354847,0.01994604,0.004814247,0.01826997,0.003626901],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007088168,"about_ca_system_score_gemma":0.008609038,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006091522,"about_ca_topic_score_gemma":0.007184752,"domain_scores_codex":[0.9934887,0.002798556,0.0001575534,0.0006384158,0.00136012,0.001556784],"domain_scores_gemma":[0.9904568,0.004269835,0.0005176992,0.0003914874,0.001656843,0.002707332],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005993566,0.00005221563,0.0006773512,0.0001469185,0.00001117025,0.0002583094,0.004258655,0.0001528154,0.0001820944,0.5859173,0.3873009,0.02098232],"study_design_scores_gemma":[0.00004135187,0.00002840124,0.0007496234,0.000300171,0.000007736779,0.0002127205,0.01144457,0.000142518,0.0001056442,0.2239607,0.7629749,0.00003151647],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001392186,0.004722885,0.0001833846,0.980515,0.001668424,0.000003276556,0.00002780113,0.00001180943,0.01147519],"genre_scores_gemma":[0.2023043,0.01542999,0.001151621,0.7415587,0.01357144,0.00006405939,0.00008624589,0.0001053861,0.02572823],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01813256,"threshold_uncertainty_score":0.06065947,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008452048481207793,"score_gpt":0.2253496334994979,"score_spread":0.2168975850182901,"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."}}