{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002170391,0.0002406927,0.0002722201,0.0005480914,0.001284852,0.000248008,0.0005675122,0.00003464035,0.0003614055],"category_scores_gemma":[0.0001260271,0.0002552698,0.0002615968,0.001056212,0.0000308465,0.001568108,0.0003271978,0.002010989,0.00006273611],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001456674,"about_ca_system_score_gemma":0.000662187,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004152267,"about_ca_topic_score_gemma":0.002112227,"domain_scores_codex":[0.9963984,0.00003497078,0.0004565417,0.0003170602,0.0007083348,0.00208468],"domain_scores_gemma":[0.9992392,0.00001995819,0.0003820393,0.0002358898,0.0001037432,0.0000191896],"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":[0.0001291327,0.0001786978,0.09125725,0.00002225324,0.00004726428,0.00005388803,0.00007865434,0.00224132,0.0001700103,0.8835912,0.0009072488,0.02132302],"study_design_scores_gemma":[0.003738422,0.0003900388,0.09616087,0.00007609243,0.0006798002,0.0003665276,0.007668308,0.02303175,0.00001865493,0.6658828,0.1996833,0.002303379],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9959832,0.0003585773,0.0006197235,0.0005971144,0.0008360822,0.0001447081,0.00001317441,0.0001178522,0.001329582],"genre_scores_gemma":[0.9956461,0.0002526894,0.00003962534,0.0008334151,0.002049763,0.00003517857,0.0000709743,0.00005772423,0.001014509],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2177084,"threshold_uncertainty_score":0.9999899,"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."}}