{"id":"W4415977402","doi":"10.2139/ssrn.5708765","title":"The Clawback Trap: How Canada's Benefit System Can Undermine Work and Saving","year":2025,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Canadian Policy and Governance","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Work (physics); Government (linguistics); Key (lock); Yield (engineering)","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":[0.006181247,0.0003508379,0.0007013418,0.001863066,0.02510235,0.0136727,0.002504309,0.008773961,0.01964685],"category_scores_gemma":[0.02060095,0.0004528871,0.0006421247,0.002839882,0.01319626,0.003628664,0.006010044,0.008227199,0.0008930201],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.08783618,"about_ca_system_score_gemma":0.2384738,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9850107,"about_ca_topic_score_gemma":0.9928654,"domain_scores_codex":[0.991547,0.001319034,0.00011358,0.0005302681,0.002228753,0.004261301],"domain_scores_gemma":[0.9893639,0.002554364,0.0004325954,0.0005642923,0.003343473,0.003741261],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009111073,0.00006196862,0.008610724,0.00005906481,0.00004186558,0.0001976629,0.007895689,0.0008428455,0.0002247318,0.8021984,0.1553464,0.02442961],"study_design_scores_gemma":[0.0001779584,0.00008087076,0.02967151,0.0005603373,0.0001491087,0.0001116636,0.02521565,0.002520875,0.0004879974,0.2513123,0.6894864,0.0002254017],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.08979908,0.003800118,0.002902474,0.5196837,0.000948871,0.00009087261,0.0007791799,0.0001572452,0.3818384],"genre_scores_gemma":[0.8716882,0.00125464,0.001147121,0.05482618,0.000201913,0.0000693351,0.00009703798,0.0001060809,0.0706094],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.08783618,"threshold_uncertainty_score":0.6372991,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005465310665699305,"score_gpt":0.225678272187745,"score_spread":0.2202129615220457,"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."}}