{"id":"W4318831049","doi":"10.2139/ssrn.4233286","title":"Exploring Household Financial Strain Dynamics","year":2022,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Financial Literacy, Pension, Retirement Analysis","field":"Business, Management and Accounting","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Dynamics (music); Business; Economics; Financial system; Finance; Sociology","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":[0.0003712033,0.0001447318,0.0001591328,0.0008373098,0.0004047984,0.001119376,0.0002402662,0.0003834203,0.009339332],"category_scores_gemma":[0.002232123,0.0001224977,0.0001553496,0.001636034,0.0002482654,0.0013374,0.0008854585,0.0005402322,0.0005826684],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003710408,"about_ca_system_score_gemma":0.0002643349,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01704581,"about_ca_topic_score_gemma":0.02292928,"domain_scores_codex":[0.999879,0.00004989651,0.000005148896,0.00001806386,0.00001053475,0.00003741751],"domain_scores_gemma":[0.9990867,0.0005108856,0.0001623205,0.00004249857,0.00006590372,0.0001316873],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001066567,0.0001384732,0.9555896,0.00002366933,0.0000546867,0.0002194361,0.005047382,0.002449778,0.0003649145,0.008183269,0.001807368,0.02601478],"study_design_scores_gemma":[0.000004514432,0.00007752705,0.9562565,0.00002965436,0.00001998898,0.00008808731,0.02272593,0.01217327,0.0001902309,0.005379091,0.003041729,0.00001345467],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960609,0.00007153756,0.0003631703,0.0002386037,0.000002265473,0.000003180447,0.0004432071,0.000004951731,0.00281222],"genre_scores_gemma":[0.998541,0.00005931016,0.0001230353,0.00001283837,0.000002666127,0.000004663784,0.0003217712,0.000002076744,0.0009326527],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01704581,"threshold_uncertainty_score":0.03389323,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03478582185966594,"score_gpt":0.20561986442537,"score_spread":0.1708340425657041,"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."}}