{"id":"W2326750051","doi":"10.32920/23739531.v1","title":"The Precarity Penalty: How Insecure Employment Disadvantages Workers and Their Families","year":2023,"lang":"en","type":"article","venue":"","topic":"Employment and Welfare Studies","field":"Health Professions","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University; McMaster University; Collège Laflèche; York University","funders":"Social Sciences and Humanities Research Council of Canada; McMaster University","keywords":"Precarity; Earnings; Poverty; Demographic economics; Distribution (mathematics); Labour economics; Sociology; Economic growth; Economics; Gender studies","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000895413,0.0001498238,0.0002817744,0.0007003983,0.004150719,0.002070592,0.0006127286,0.0004752886,0.003567625],"category_scores_gemma":[0.004554479,0.0001699127,0.0001851417,0.001208095,0.002562525,0.001480343,0.002486198,0.0008172822,0.0002045545],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004622424,"about_ca_system_score_gemma":0.004571579,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3598436,"about_ca_topic_score_gemma":0.6543034,"domain_scores_codex":[0.9991071,0.0002428442,0.00003206267,0.00005530204,0.0002019626,0.000360714],"domain_scores_gemma":[0.9981213,0.0002462743,0.0005531213,0.00009790406,0.0002038164,0.0007774932],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009801693,0.00006393211,0.8456135,0.00006768688,0.00004662636,0.00132384,0.1051055,0.0001583147,0.0002353969,0.003981764,0.005123713,0.03818165],"study_design_scores_gemma":[0.000008040352,0.00005732587,0.7990244,0.0001940856,0.00002267229,0.0005961314,0.1882957,0.000156303,0.00008550495,0.00162009,0.009917912,0.00002184194],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9901328,0.0007310426,0.00004738731,0.003979131,0.00002219976,0.00000636334,0.0001237989,0.000002209016,0.004955169],"genre_scores_gemma":[0.9986315,0.0004961506,0.00002242749,0.0001513436,0.00001006437,0.000003882089,0.00003350935,0.000001545986,0.0006493987],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3598436,"threshold_uncertainty_score":0.7154982,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05494175855435038,"score_gpt":0.384569357217007,"score_spread":0.3296275986626566,"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."}}