{"id":"W4327905714","doi":"10.3386/w31038","title":"Longevity, Health and Housing Risks Management in Retirement","year":2023,"lang":"en","type":"report","venue":"National Bureau of Economic Research","topic":"Migration, Aging, and Tourism Studies","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Longevity; Business; Longevity risk; Health and Retirement Study; Gerontology; Medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.01338723,0.0001161786,0.0003427974,0.0009146626,0.0004758743,0.00007821087,0.000228181,0.0001347358,0.00006798421],"category_scores_gemma":[0.00059042,0.0001274353,0.00005616507,0.0002768416,0.0003341309,0.0000919726,0.0002175271,0.000335387,0.00003253239],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002794842,"about_ca_system_score_gemma":0.003219581,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1983883,"about_ca_topic_score_gemma":0.2491823,"domain_scores_codex":[0.9965525,0.0003591068,0.0005371952,0.0004070675,0.001733791,0.0004103379],"domain_scores_gemma":[0.9985554,0.0004561912,0.0002517909,0.0001306101,0.0004971247,0.0001089323],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00003413588,0.0001364158,0.04689192,0.001097953,0.0003753557,0.00001886765,0.05702855,0.0001319689,3.39329e-7,0.3533857,0.5176962,0.02320256],"study_design_scores_gemma":[0.001018496,0.0001757631,0.1825649,0.001113777,0.00002494401,0.000001351781,0.007473623,0.0002001302,0.000003081956,0.4874602,0.3193612,0.0006025829],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.04356084,0.006788431,0.00000435077,0.00916413,0.00110623,0.002031156,0.00005787496,0.00005647356,0.9372305],"genre_scores_gemma":[0.8299164,0.1452455,0.0001838289,0.00004232665,0.001264957,0.0001435833,0.0001384501,0.00003723498,0.02302773],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9142028,"threshold_uncertainty_score":0.8069497,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7344629849044806,"score_gpt":0.6379103418118236,"score_spread":0.09655264309265699,"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."}}