{"id":"W2029826615","doi":"10.1177/0950017008093477","title":"Working without commitments: precarious employment and health","year":2008,"lang":"en","type":"article","venue":"Work Employment and Society","topic":"Employment and Welfare Studies","field":"Health Professions","cited_by":229,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"York University; Workplace Safety and Insurance Board; Lupina Foundation","keywords":"Working population; Current Population Survey; Population; Labour economics; Demographic economics; Psychology; Business; Economics; Environmental health; Medicine","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":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.000798945,0.0003959194,0.0006401059,0.00004632251,0.004331672,0.00002554736,0.0001411003,0.0001988877,0.00008063857],"category_scores_gemma":[0.0000125141,0.0003356862,0.0001474846,0.0002547869,0.0003014556,0.0001183074,0.0004479865,0.0006003551,0.00002959535],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003010948,"about_ca_system_score_gemma":0.0001346341,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006479006,"about_ca_topic_score_gemma":0.000278216,"domain_scores_codex":[0.9971141,0.0002627543,0.0006753008,0.0005709468,0.0004171909,0.0009597454],"domain_scores_gemma":[0.998809,0.0001863177,0.0002897512,0.0003240234,0.00006764121,0.0003232213],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002648924,0.00008508025,0.8447292,0.00005111319,0.0001921307,0.000002563716,0.04611253,5.897272e-7,0.000002888815,0.000484525,0.104173,0.004139883],"study_design_scores_gemma":[0.002571613,0.000271054,0.7061307,0.0005792426,0.00006000093,0.000004147517,0.004768047,0.00001140379,0.000003840798,0.0003544213,0.2847719,0.0004736412],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9583977,0.01253456,0.000199127,0.01947581,0.001152522,0.002317137,0.00001052783,0.0004815096,0.005431026],"genre_scores_gemma":[0.956731,0.01136144,0.001081712,0.008334659,0.0004303458,0.0003638218,0.00003488395,0.00007050378,0.02159165],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1805989,"threshold_uncertainty_score":0.9999095,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1183179590227735,"score_gpt":0.3949089847422891,"score_spread":0.2765910257195156,"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."}}