{"id":"W3118281479","doi":"10.1177/0020731420986694","title":"COVID-19 and Precarious Employment: Consequences of the Evolving Crisis","year":2021,"lang":"en","type":"article","venue":"International Journal of Health Services","topic":"Employment and Welfare Studies","field":"Health Professions","cited_by":90,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; University of Toronto","funders":"Forskningsrådet om Hälsa, Arbetsliv och Välfärd","keywords":"Unemployment; Coronavirus disease 2019 (COVID-19); Precarious work; Pandemic; Recession; Face (sociological concept); Work (physics); Economic growth; Social protection; Development economics; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Political science; Labour economics; Demographic economics; Sociology; Economics; Medicine; Social science","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001028486,0.00009117735,0.0002826243,0.00008993885,0.0004737177,0.00001685785,0.000350598,0.00005472195,0.0002650236],"category_scores_gemma":[0.00022005,0.00005971931,0.00007926629,0.0001116134,0.00007807817,0.0001688057,0.0002445265,0.0002713186,0.000002134142],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002088224,"about_ca_system_score_gemma":0.001753854,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004189981,"about_ca_topic_score_gemma":0.002667437,"domain_scores_codex":[0.9976543,0.0005211327,0.0009301279,0.0001135253,0.0005945835,0.0001864011],"domain_scores_gemma":[0.996896,0.0004565198,0.001281792,0.0001082189,0.001110705,0.0001468037],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007661399,0.00008236317,0.9428263,0.001139394,0.0003882559,0.00002903469,0.04196576,0.00002607852,0.0002994573,0.00243554,0.00919534,0.00153584],"study_design_scores_gemma":[0.003497659,0.000303044,0.6556906,0.004114246,0.0001147487,0.0002291059,0.09321899,0.00004002964,0.0006311476,0.02300456,0.21889,0.000265857],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6930746,0.02339059,0.0000779665,0.2790313,0.003287592,0.000245404,0.00005413789,0.00001526276,0.0008231128],"genre_scores_gemma":[0.9743888,0.002280882,0.0001798127,0.02270275,0.0002238394,0.000005105487,0.000002768023,0.000007370282,0.0002086127],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2871357,"threshold_uncertainty_score":0.6334026,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05435065676207898,"score_gpt":0.4414590091373101,"score_spread":0.3871083523752311,"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."}}