{"id":"W7132874534","doi":"","title":""Education? It is irrelevant to my job now, it makes me very depressed ... ": Exploring the health impacts of precarious employment among highly skilled recent immigrants in Mississauga, Ontario","year":2007,"lang":"","type":"dissertation","venue":"TSpace","topic":"Migration, Health and Trauma","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Heritage; University of Ottawa","funders":"","keywords":"Immigration; Mental health; Government (linguistics); Job loss; Precarious work; Perception; Physical health; Unemployment","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005158414,0.0001334229,0.0001364531,0.0002409944,0.007846826,0.001458684,0.0004595457,0.00046425,0.002474089],"category_scores_gemma":[0.001023938,0.0001070376,0.0001432201,0.0005033907,0.002356039,0.0005274824,0.0009879749,0.0005732073,0.0002310048],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009049281,"about_ca_system_score_gemma":0.01744902,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8782707,"about_ca_topic_score_gemma":0.9724813,"domain_scores_codex":[0.9997494,0.00005909922,0.00001016983,0.00001658991,0.00005686461,0.0001079879],"domain_scores_gemma":[0.9995913,0.00004571192,0.00008231631,0.00001382207,0.00008153945,0.0001853987],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00005702885,0.0000692481,0.2968792,0.0002404485,0.00002106079,0.001662559,0.637727,0.00006761805,0.001514824,0.0008316445,0.01607237,0.04485708],"study_design_scores_gemma":[0.000004726925,0.00007900004,0.3307216,0.0001803268,0.00001172917,0.0002787479,0.647407,0.00002466704,0.000124522,0.0001127267,0.02104181,0.00001310289],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9820203,0.001047963,0.00005045047,0.009097544,0.00005996754,0.00002672172,0.00009502003,0.000003353271,0.007598646],"genre_scores_gemma":[0.9879062,0.002629552,0.0001524978,0.001731648,0.00002086372,0.00002239226,0.00006157351,0.000003340121,0.007471895],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1217293,"threshold_uncertainty_score":0.2448922,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04409463313265825,"score_gpt":0.3959585782062738,"score_spread":0.3518639450736156,"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."}}