{"id":"W6907527626","doi":"10.21953/lse.00004644","title":"Essays on pension, insurance and mutual fund markets","year":2024,"lang":"en","type":"dissertation","venue":"London School of Economics and Political Science Theses Online (London School of Economics and Political Science)","topic":"Insurance and Financial Risk Management","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mutual fund; Quarter (Canadian coin); Life insurance; Fund administration; Target date fund; Income fund; Key person insurance; General insurance; Intermediary; Insurance policy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.003471425,0.0007742232,0.001835009,0.001519105,0.0005033299,0.0007475773,0.001143736,0.0004574977,0.0002015261],"category_scores_gemma":[0.001713004,0.0007756755,0.0002847781,0.0006541363,0.003750535,0.00123627,0.0005517495,0.0008441723,0.0001517103],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005787499,"about_ca_system_score_gemma":0.00114743,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002655522,"about_ca_topic_score_gemma":0.0006834489,"domain_scores_codex":[0.9929699,0.00003855689,0.002344017,0.00209173,0.0001855166,0.002370245],"domain_scores_gemma":[0.9950411,0.0005004964,0.0009049715,0.000863053,0.0002828416,0.00240756],"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":[0.0002267611,0.0001737465,0.01261037,0.0002531219,0.00004779904,0.000004353286,0.00009801085,0.00002398172,0.00004151764,0.984663,0.00007597121,0.001781423],"study_design_scores_gemma":[0.001339846,0.0008493338,0.3757624,0.000452112,0.00008717421,0.00002759187,0.001036023,0.005411194,0.000851313,0.6011857,0.01158928,0.001408054],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9350977,0.002347986,0.000004007201,0.001603887,0.001245988,0.0005625685,0.001732703,0.00002275761,0.05738242],"genre_scores_gemma":[0.9849054,0.01186137,0.0004182154,0.0009874642,0.0004301073,0.00003034558,0.00006221135,0.00006619484,0.001238677],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3834772,"threshold_uncertainty_score":0.9994694,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02996746939718266,"score_gpt":0.2827336673524418,"score_spread":0.2527661979552591,"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."}}