{"id":"W3118723442","doi":"10.3961/jpmph.20.179","title":"Is Job Insecurity Worse for Mental Health Than Having a Part-time Job in Canada?","year":2021,"lang":"en","type":"article","venue":"Journal of Preventive Medicine and Public Health","topic":"Employment and Welfare Studies","field":"Health Professions","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; Statistics Canada; University of Victoria; Centre for Addiction and Mental Health; Western University","funders":"National Research Foundation of Korea; Canadian Institutes of Health Research; National Research Foundation","keywords":"Job insecurity; Mental health; Job satisfaction; Psychology; Medicine; Demographic economics; Psychiatry; Social psychology; Economics; Work (physics)","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004979121,0.000187979,0.0009473453,0.0002155337,0.0007544652,0.000008697975,0.0001247703,0.00006042105,0.0004975025],"category_scores_gemma":[0.0007184428,0.000141601,0.00008551808,0.000345097,0.00006447646,0.0002072814,0.0001065537,0.000696225,0.000001612478],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001229482,"about_ca_system_score_gemma":0.0132783,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.3484247,"about_ca_topic_score_gemma":0.8044358,"domain_scores_codex":[0.9956157,0.001311767,0.001527109,0.0002331948,0.0004823691,0.0008298678],"domain_scores_gemma":[0.9971453,0.0005646809,0.001047477,0.0001406566,0.0004527557,0.0006491634],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005027374,0.00008348392,0.5080432,0.000570732,0.0001035145,0.00001509615,0.03130937,4.176573e-8,0.000004477878,0.0003602271,0.448114,0.01134561],"study_design_scores_gemma":[0.004147784,0.0008112916,0.4846289,0.002998945,0.00001882522,0.00002478861,0.04617932,0.00001672113,0.000001086572,0.0008235253,0.4601994,0.0001493291],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.4665348,0.01156192,0.00009799758,0.5191575,0.001274248,0.0007293156,0.00007660285,0.000007164691,0.0005604731],"genre_scores_gemma":[0.9140332,0.0146436,0.0004171424,0.06301316,0.002189375,0.00007020305,0.00006964097,0.00004881564,0.005514849],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4561444,"threshold_uncertainty_score":0.9923155,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1168550373913621,"score_gpt":0.4362626009404096,"score_spread":0.3194075635490475,"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."}}