{"id":"W2725298895","doi":"10.1108/ebr-09-2016-0127","title":"Self-initiated international career transition: a qualitative case study of Pakistani immigrants to Canada","year":2017,"lang":"en","type":"article","venue":"European Business Review","topic":"International Student and Expatriate Challenges","field":"Social Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University; Trent University","funders":"","keywords":"Immigration; Underemployment; Originality; Transition (genetics); Feeling; Qualitative research; Population; Sociology; Demographic economics; Psychology; Social psychology; Political science; Economic growth; Social science; Demography; Economics; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001159669,0.0001188301,0.0002492348,0.00003810844,0.0005504451,0.00008798145,0.0006242495,0.00001299249,0.0001519354],"category_scores_gemma":[0.0003724155,0.0001076588,0.00004726112,0.0001366459,0.00004315743,0.0001520225,0.00008420146,0.00006350614,0.00002559002],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001313072,"about_ca_system_score_gemma":0.0001742471,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8462924,"about_ca_topic_score_gemma":0.9018317,"domain_scores_codex":[0.9980016,0.0006385155,0.0003653665,0.0002070083,0.0006398159,0.0001476706],"domain_scores_gemma":[0.9983066,0.00006544066,0.0002610194,0.0002270675,0.001059394,0.00008052176],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003315086,0.000440615,0.0003351683,0.0005249235,0.0002840126,0.004779797,0.9837416,0.000005288771,0.000002805126,0.0004849906,0.002721398,0.006646218],"study_design_scores_gemma":[0.00108606,0.00008251709,0.01249132,0.001919874,0.0001504929,0.0000529174,0.8157614,0.000002601257,0.000002268328,0.00001191385,0.1680542,0.0003843801],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9511406,0.003814831,0.0000272366,0.01163116,0.00102583,0.0009335777,0.00007535987,0.0000402496,0.03131112],"genre_scores_gemma":[0.9933464,0.005624897,0.00003617676,0.0005458228,0.0002456365,0.000009132915,0.00001129707,0.00001392178,0.0001667142],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1679802,"threshold_uncertainty_score":0.4390197,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.137158776085666,"score_gpt":0.419316531218142,"score_spread":0.282157755132476,"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."}}