{"id":"W4384156601","doi":"10.1016/j.anzjph.2023.100074","title":"Precarious employment and associated health and social consequences; a systematic review","year":2023,"lang":"en","type":"review","venue":"Australian and New Zealand Journal of Public Health","topic":"Employment and Welfare Studies","field":"Health Professions","cited_by":47,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Precarity; Precarious work; Scale (ratio); Mental health; Job insecurity; Demographic economics; Political science; Psychology; Geography; Economics; Work (physics)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008409236,0.001380532,0.005984807,0.01169114,0.0008891108,0.003496736,0.001507196,0.001942586,0.003860109],"category_scores_gemma":[0.04640302,0.001159003,0.005325955,0.01124926,0.001139989,0.002490536,0.001857523,0.001478141,0.0002796183],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003938275,"about_ca_system_score_gemma":0.01753025,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01038238,"about_ca_topic_score_gemma":0.03264983,"domain_scores_codex":[0.9923841,0.002730597,0.002477484,0.000559915,0.001557263,0.0002905745],"domain_scores_gemma":[0.9715104,0.02076716,0.0050386,0.0004434941,0.00192123,0.0003191876],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00007289888,0.00001211437,0.0009778728,0.9602458,0.005500135,0.0001231769,0.0002709152,0.00008715896,0.00008334202,0.0003172465,0.001727229,0.03058204],"study_design_scores_gemma":[0.0000757266,0.00008265433,0.004016221,0.94873,0.02878304,0.0003968509,0.0004317696,0.00005882062,0.0001031221,0.0003812971,0.01691528,0.00002519449],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0008288495,0.9978884,0.0001159635,0.0002537766,0.0001166306,0.0002587491,0.0002648329,0.000005444901,0.0002673772],"genre_scores_gemma":[0.01257303,0.9858717,0.0004623037,0.0003514026,0.00006291443,0.000403424,0.0001761726,0.000003399063,0.00009561329],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01169114,"threshold_uncertainty_score":0.04447281,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3772633248523287,"score_gpt":0.500217241995326,"score_spread":0.1229539171429973,"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."}}