{"id":"W2935784162","doi":"10.51357/cs.v14i1.123","title":"Newcomer Women's Experience of Immigration and Precarious Work in Toronto","year":2018,"lang":"en","type":"article","venue":"Critical Studies An International and Interdisciplinary Journal","topic":"Employment and Welfare Studies","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Wilfrid Laurier University","funders":"","keywords":"Immigration; Unit (ring theory); Immigration policy; Work (physics); Unpaid work; Demographic economics; Political science; Economic growth; Sociology; Gender studies; Psychology; Economics; Law","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":[0.0003513733,0.0001181968,0.0002428699,0.00005736742,0.0007932428,0.00002036343,0.0001200402,0.00005178255,0.0004026656],"category_scores_gemma":[0.000189073,0.00008667444,0.00002700878,0.00005248958,0.0005627458,0.0005763232,0.0006747014,0.0002159015,0.000002962656],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002659653,"about_ca_system_score_gemma":0.00001592087,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001370054,"about_ca_topic_score_gemma":0.001066902,"domain_scores_codex":[0.9987514,0.0001155676,0.0004967072,0.000185845,0.0001798373,0.0002706394],"domain_scores_gemma":[0.9990811,0.0002618345,0.00008884693,0.00006584077,0.0003930966,0.0001093183],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0009607123,0.0001978523,0.4615521,0.00008175975,0.0001731369,0.00001680507,0.5081776,2.084779e-7,0.0001594074,0.01164395,0.001875722,0.01516076],"study_design_scores_gemma":[0.0007351834,0.001104675,0.5717353,0.0006625296,0.00001449725,0.00002240953,0.4084305,0.00006448528,0.00001562061,0.01408456,0.002955532,0.0001746803],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9869619,0.001855378,0.00008427513,0.00549129,0.001371877,0.00009428945,0.000004747239,0.000009492015,0.004126753],"genre_scores_gemma":[0.9970554,0.001371333,0.0001555529,0.0002363309,0.0007042927,0.00004627986,0.000001050114,0.000007121887,0.0004225997],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1101832,"threshold_uncertainty_score":0.6101063,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06854538638465683,"score_gpt":0.4942073375938631,"score_spread":0.4256619512092062,"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."}}