{"id":"W4402169014","doi":"10.3389/fpsyt.2024.1428276","title":"Mental health challenges of recent immigrants in precarious work environments — a qualitative study","year":2024,"lang":"en","type":"article","venue":"Frontiers in Psychiatry","topic":"Migration, Health and Trauma","field":"Psychology","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"MacEwan University; University of Alberta; University of Calgary","funders":"Social Sciences and Humanities Research Council of Canada; Government of Alberta","keywords":"Precarious work; Mental health; Immigration; Qualitative research; Work (physics); Psychology; Sociology; Political science; Psychiatry; Social science; Engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002667935,0.0003987816,0.0005376193,0.000939352,0.009607011,0.002734416,0.001108723,0.001334485,0.002135893],"category_scores_gemma":[0.002489153,0.0004777464,0.0003639263,0.0009141341,0.003983503,0.001318708,0.003335377,0.001905427,0.0002110824],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004788266,"about_ca_system_score_gemma":0.008492564,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1020219,"about_ca_topic_score_gemma":0.2173319,"domain_scores_codex":[0.9989962,0.0004298298,0.00003937521,0.0000775586,0.00009700347,0.0003599146],"domain_scores_gemma":[0.9982779,0.0007170397,0.0001751083,0.00005105155,0.0002312193,0.0005477735],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002171239,0.00007356347,0.009455254,0.0001294332,0.000005131276,0.001162227,0.9850493,0.00001787083,0.0006087722,0.0002641382,0.0004214936,0.002791018],"study_design_scores_gemma":[0.000001227298,0.00003318084,0.003086303,0.00007323181,0.00000216366,0.0001218193,0.9950034,0.00001512122,0.00004581335,0.00002597701,0.001587102,0.000004663306],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972557,0.0004300021,0.0001104139,0.0006907474,0.00002329361,0.00008850475,0.00006124521,0.000002909288,0.001337213],"genre_scores_gemma":[0.995789,0.001168294,0.0002380445,0.0009059194,0.00001643374,0.0001626661,0.00005304485,0.000005331982,0.001661252],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1020219,"threshold_uncertainty_score":0.2028561,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02861498631925576,"score_gpt":0.3707344502901497,"score_spread":0.3421194639708939,"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."}}