{"id":"W6965073856","doi":"10.32920/23739531","title":"The Precarity Penalty: How Insecure Employment Disadvantages Workers and Their Families","year":2023,"lang":"en","type":"article","venue":"","topic":"Plant Ecology and Soil Science","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Social Sciences and Humanities Research Council of Canada; McMaster University","keywords":"Precarity; Earnings; Poverty; Distribution (mathematics); Social security; Precarious work; Value (mathematics); Unpaid work","routes":{"ca_aff":false,"ca_fund":true,"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":[0.0007763636,0.0001415999,0.0002744345,0.0006141997,0.003715201,0.001891289,0.0005954014,0.0004440609,0.003549914],"category_scores_gemma":[0.00405657,0.0001599167,0.0001785311,0.001138934,0.002288635,0.001231279,0.002110936,0.0007180989,0.0002010195],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004426321,"about_ca_system_score_gemma":0.004117935,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3986721,"about_ca_topic_score_gemma":0.6877637,"domain_scores_codex":[0.9992261,0.0001961334,0.00002778433,0.00005388703,0.0001802551,0.0003159035],"domain_scores_gemma":[0.9981899,0.0002245237,0.0005282689,0.00009963351,0.0002002176,0.0007575512],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009505886,0.00005266638,0.8890222,0.00005411747,0.00004522227,0.001201708,0.06607391,0.0001808634,0.0002371191,0.003154855,0.004566449,0.03531584],"study_design_scores_gemma":[0.000007360981,0.00004862911,0.8696064,0.0001410445,0.0000213487,0.000523744,0.1194559,0.0001915747,0.00008709724,0.001482293,0.008414323,0.00002025955],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9916433,0.0005693819,0.00005291084,0.003173188,0.00001783126,0.000005377136,0.0001291915,0.00000221006,0.004406685],"genre_scores_gemma":[0.998848,0.0003719393,0.00002292043,0.000121026,0.000008356799,0.000003334507,0.00003546652,0.000001392056,0.0005875771],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3986721,"threshold_uncertainty_score":0.7927032,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01013391351892437,"score_gpt":0.2168675237695963,"score_spread":0.2067336102506719,"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."}}