{"id":"W4296984453","doi":"10.1016/j.labeco.2022.102257","title":"Poor Job Conditions Amplify Negative Mental Health Shocks","year":2022,"lang":"en","type":"article","venue":"Labour Economics","topic":"Employment and Welfare Studies","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"National Research Foundation of Korea","keywords":"Mental health; Job insecurity; Affect (linguistics); Labour economics; Job loss; Demographic economics; Economics; Job security; Panel data; British Household Panel Survey; Panel Study of Income Dynamics; Job creation; Unemployment; Psychology; Psychiatry; Work (physics); Economic growth","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.0007102838,0.0003494049,0.0003537982,0.0009768603,0.0007059826,0.002705398,0.0002049418,0.001039068,0.0194248],"category_scores_gemma":[0.005330233,0.0003556901,0.0003407126,0.0007155341,0.0008923171,0.0009743255,0.002735431,0.0009134563,0.001298224],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005406883,"about_ca_system_score_gemma":0.0007131575,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007181865,"about_ca_topic_score_gemma":0.008720036,"domain_scores_codex":[0.9994879,0.000112347,0.00001863492,0.00004157692,0.0000545231,0.0002850356],"domain_scores_gemma":[0.9967051,0.001097061,0.00105783,0.0001449113,0.0002131454,0.0007819404],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001487906,0.0005636574,0.9395645,0.0001945186,0.0002282946,0.0008794935,0.001325068,0.002099058,0.003616488,0.0112969,0.007039194,0.03170499],"study_design_scores_gemma":[0.00004452962,0.0001940368,0.9821744,0.00007924224,0.00008218466,0.0001363003,0.00425599,0.0006298026,0.0004247249,0.008391245,0.003571696,0.00001580076],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9750254,0.0008347555,0.0005565878,0.005253104,0.000176662,0.00002834799,0.001083431,0.00003213343,0.01700947],"genre_scores_gemma":[0.9963678,0.0003418623,0.00005722078,0.0003501396,0.00007511817,0.000004995449,0.0001842709,0.000004786785,0.002613882],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0194248,"threshold_uncertainty_score":0.06498241,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04206970832600683,"score_gpt":0.3764421781013647,"score_spread":0.3343724697753579,"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."}}