{"id":"W4415445386","doi":"10.32920/30410668","title":"Employment Equity and Access to Social Welfare for Illegalized Immigrants: An Inclusive Approach That Also Makes Economic Sense","year":2025,"lang":"","type":"preprint","venue":"","topic":"Migration and Labor Dynamics","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Immigration; Earnings; Equity (law); Welfare; Welfare reform; Social policy; Social Welfare; Social equality","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003715743,0.0006338786,0.0008472896,0.00489204,0.003212394,0.007318502,0.001529547,0.003142283,0.008224604],"category_scores_gemma":[0.006024958,0.0002572121,0.001061195,0.00328614,0.005090404,0.01112116,0.0088917,0.003637642,0.0004865493],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003092047,"about_ca_system_score_gemma":0.004603282,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0136782,"about_ca_topic_score_gemma":0.01897172,"domain_scores_codex":[0.9987368,0.0005108995,0.00005784027,0.000128495,0.0002621452,0.0003037384],"domain_scores_gemma":[0.9974223,0.001193174,0.0003850544,0.00017211,0.0004242945,0.0004031611],"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":[0.0001160003,0.0003969861,0.1047795,0.001231271,0.0002381614,0.0008147383,0.02143003,0.001098524,0.0002641219,0.5375377,0.04096604,0.291127],"study_design_scores_gemma":[0.00004672271,0.0003941459,0.1776306,0.01066275,0.0004558132,0.0007022874,0.1369786,0.004853164,0.0005874505,0.4568681,0.2106915,0.0001289069],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.3187636,0.09535623,0.01219389,0.3984795,0.00527316,0.0002977405,0.001558515,0.00005452887,0.1680228],"genre_scores_gemma":[0.9403378,0.03159256,0.003900951,0.01129754,0.003460834,0.0003616296,0.0003430862,0.00003216292,0.008673424],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.0136782,"threshold_uncertainty_score":0.02751404,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06684615410773727,"score_gpt":0.4076804232840743,"score_spread":0.340834269176337,"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."}}