{"id":"W3198836430","doi":"","title":"How Does Contingent Work Affect SSDI Benefits","year":2019,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Retirement, Disability, and Employment","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Disability insurance; Receipt; Earnings; Affect (linguistics); Quarter (Canadian coin); Work (physics); Business; Social security; Actuarial science; Health and Retirement Study; Demographic economics; Economics; Finance; Psychology; Accounting; Gerontology; Medicine","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003597955,0.0001610935,0.0002210594,0.00005696511,0.0005534737,0.0003396231,0.0004142926,0.0000976001,0.0002016285],"category_scores_gemma":[0.0001613128,0.0001158958,0.0001993774,0.0002297684,0.000118995,0.0002875866,0.00004362118,0.000871282,0.0001072238],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001464715,"about_ca_system_score_gemma":0.001108729,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000426566,"about_ca_topic_score_gemma":0.01043093,"domain_scores_codex":[0.9959656,0.0002819383,0.0002067508,0.0002673701,0.0006757303,0.002602638],"domain_scores_gemma":[0.9992665,0.00009360954,0.0001700467,0.000203908,0.00009824153,0.0001677043],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00007076896,0.0001726783,0.6089107,0.00001627771,0.0001960526,0.000001266216,0.003812538,0.00001799244,0.0001356197,0.3247775,0.0004436517,0.0614449],"study_design_scores_gemma":[0.00450679,0.002114678,0.09876162,0.0004202487,0.0002899236,0.00003764702,0.1348438,0.00001461865,0.0008938504,0.5399004,0.2162368,0.00197965],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9800093,0.00243941,0.00008636359,0.008032789,0.001186326,0.0004113566,0.000001068677,0.00005277867,0.007780619],"genre_scores_gemma":[0.9786317,0.00417887,0.00001761634,0.00009953287,0.0007691266,0.000008582801,0.00000127452,0.00001746791,0.01627583],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5101491,"threshold_uncertainty_score":0.5820702,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05721884521546846,"score_gpt":0.3437781065184146,"score_spread":0.2865592613029462,"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."}}