{"id":"W4382583242","doi":"10.3126/mef.v13i01.56070","title":"Vulnerable to Precarity: COVID-19 and the Experience of Difference by Newcomers, Immigrants, and Migrant Workers in Canada","year":2023,"lang":"en","type":"article","venue":"Molung Educational Frontier","topic":"Migration, Health and Trauma","field":"Psychology","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Regina; University of the Fraser Valley","funders":"","keywords":"Immigration; Thematic analysis; Pandemic; Precarious work; Migrant workers; Demographic economics; Coronavirus disease 2019 (COVID-19); Precarity; Political science; Sociology; Economic growth; Qualitative research; Gender studies; Work (physics); Medicine; Social science","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0002945203,0.00009495463,0.000168698,0.00008343995,0.0001390658,0.00001355831,0.0001241836,0.00003719639,0.0001819707],"category_scores_gemma":[0.0001586984,0.00007560756,0.00001375438,0.0003288113,0.00009610622,0.00003404172,0.00002236576,0.0001207664,0.000004123412],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001280465,"about_ca_system_score_gemma":0.0009453445,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9697004,"about_ca_topic_score_gemma":0.8859813,"domain_scores_codex":[0.9989298,0.0001578492,0.0002408635,0.0002567353,0.0001718244,0.0002429052],"domain_scores_gemma":[0.9990707,0.0004480012,0.00005559486,0.000183052,0.00002805943,0.0002145969],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001077386,0.0000236244,0.6550874,0.00002763244,0.00001304222,6.518218e-7,0.03925501,0.00001177435,0.00001449962,0.0003931464,0.3037835,0.001282025],"study_design_scores_gemma":[0.0007499275,0.00001144266,0.9621841,0.000015731,0.00000652977,0.000003656658,0.01769534,0.0001218984,0.000007796286,0.0005289761,0.01858184,0.00009281064],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9767451,0.003202706,0.0001046288,0.01875411,0.0005966703,0.0003669406,0.00006117517,0.000007228567,0.0001613858],"genre_scores_gemma":[0.9881715,0.00004732185,0.0001085718,0.002006959,0.0000303958,0.0002716133,0.00004140472,0.000007370159,0.009314918],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3070967,"threshold_uncertainty_score":0.3083187,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01793444592790819,"score_gpt":0.3133081959453737,"score_spread":0.2953737500174655,"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."}}