{"id":"W2766386392","doi":"10.3386/w20618","title":"Evaluating Deliberative Competence: A Simple Method with an Application to Financial Choice","year":2014,"lang":"en","type":"report","venue":"National Bureau of Economic Research","topic":"Financial Literacy, Pension, Retirement Analysis","field":"Business, Management and Accounting","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Toronto; Alfred P. Sloan Foundation","keywords":"Competence (human resources); Simple (philosophy); Finance; Actuarial science; Computer science; Psychology; Business; Social psychology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.01161756,0.0003633861,0.0007889107,0.001677523,0.0004404669,0.0003294157,0.0007993064,0.000284049,0.0004829151],"category_scores_gemma":[0.004580021,0.0003459605,0.000165333,0.00100837,0.0001259581,0.0008918131,0.0003564648,0.0005898551,0.0004113479],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001025494,"about_ca_system_score_gemma":0.002344787,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01780306,"about_ca_topic_score_gemma":0.007823005,"domain_scores_codex":[0.9943624,0.0001770801,0.001019454,0.001071258,0.002852253,0.0005176215],"domain_scores_gemma":[0.9887238,0.0009272193,0.0009458468,0.0005641875,0.008788644,0.00005027091],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001673818,0.0007586718,0.1250447,0.002096805,0.0003716824,0.000008806275,0.0003298782,0.05059684,0.002051375,0.6378387,0.1119464,0.06728221],"study_design_scores_gemma":[0.002190253,0.0008588971,0.06543731,0.0006848513,0.0003946076,0.000009268449,0.0001219461,0.3648384,0.0003096891,0.3112822,0.2519418,0.001930749],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5388079,0.0003032718,0.00759693,0.002046227,0.001010294,0.009511259,0.000256912,0.000277864,0.4401893],"genre_scores_gemma":[0.949748,0.00002901308,0.02815679,0.0008380334,0.01170597,0.001075824,0.005610109,0.0001798284,0.002656414],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4375329,"threshold_uncertainty_score":0.9998993,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3129355345024142,"score_gpt":0.5453101197453744,"score_spread":0.2323745852429601,"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."}}