{"id":"W4412553905","doi":"10.3390/jrfm18080407","title":"Economic Attitudes and Financial Decisions Among Welfare Recipients: Considerations for Workforce Policy","year":2025,"lang":"en","type":"article","venue":"Journal of risk and financial management","topic":"Gender, Labor, and Family Dynamics","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Workforce; Welfare; Economic welfare; Business; Public economics; Economics; Labour economics; Finance; Economic growth; Market economy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.0006466634,0.0001106867,0.0002319002,0.0003096477,0.001180099,0.0001574308,0.0001207341,0.00009638614,0.000008471414],"category_scores_gemma":[0.0009572961,0.0001057905,0.00009245349,0.0001870577,0.0001875973,0.000209918,0.00007422959,0.0001334734,7.418316e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001345183,"about_ca_system_score_gemma":0.0002468731,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004345375,"about_ca_topic_score_gemma":0.005061247,"domain_scores_codex":[0.9990278,0.00005789672,0.0003881399,0.0001637926,0.0001289624,0.0002334366],"domain_scores_gemma":[0.999211,0.000258713,0.000210526,0.00009485589,0.0001219077,0.000102971],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00005136057,0.00005874739,0.2082013,0.00001735894,0.00002577949,0.000007397892,0.002958738,0.0002305839,3.449349e-7,0.6963775,0.003877708,0.08819315],"study_design_scores_gemma":[0.0007819481,0.00005706221,0.7626607,0.00009689641,0.00008515255,0.000001143679,0.002196813,0.00003955526,3.42524e-7,0.08138821,0.1525828,0.0001094039],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9450839,0.001093978,0.04396162,0.002141431,0.001670697,0.0005625329,0.00009498666,0.00001553817,0.005375342],"genre_scores_gemma":[0.983681,0.01060799,0.00439606,0.0003131933,0.0004033485,0.00001247396,0.000001577466,0.000005798808,0.000578577],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6149893,"threshold_uncertainty_score":0.9076487,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01633690804493945,"score_gpt":0.2933890546835266,"score_spread":0.2770521466385871,"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."}}