{"id":"W3183372833","doi":"10.1108/et-04-2021-0154","title":"Employer perspectives on workforce integration of self-initiated expatriates in Canada","year":2021,"lang":"en","type":"article","venue":"Education + Training","topic":"International Student and Expatriate Challenges","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Workforce; Originality; Competence (human resources); Public relations; Government (linguistics); Documentation; Corporate social responsibility; Immigration; Human capital; Business; Marketing; Political science; Sociology; Qualitative research; Management; Economic growth; Economics","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":[0.0002764464,0.0000676802,0.0001074587,0.0000841165,0.000112498,0.00002730357,0.000100603,0.00003745216,0.0002436822],"category_scores_gemma":[0.0003798098,0.00007205947,0.00003221401,0.0002799078,0.0000217672,0.0001180315,0.000007905232,0.00009759432,0.000004044764],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007296177,"about_ca_system_score_gemma":0.004011883,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5417784,"about_ca_topic_score_gemma":0.8613176,"domain_scores_codex":[0.9990534,0.0001419598,0.0001938975,0.0001575049,0.0003103641,0.0001428541],"domain_scores_gemma":[0.9993144,0.0002169039,0.00009108072,0.00006289125,0.0002751377,0.00003961245],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001197997,0.0001460043,0.005901595,0.000003770577,0.00001794754,0.000001893237,0.931111,0.00004379373,0.00008047397,0.05256715,0.0002309318,0.009883439],"study_design_scores_gemma":[0.0001554808,0.00001314272,0.01610967,0.00008653066,0.000004303519,2.489458e-7,0.9805583,0.00001357299,0.0005433492,0.0007185629,0.001715855,0.00008096406],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9632241,0.0004522601,0.000008023263,0.002429804,0.0007220383,0.00008523155,0.00000227893,0.00001901513,0.03305724],"genre_scores_gemma":[0.998518,0.0003211791,0.0002296158,0.0001268622,0.0002992562,0.00001168121,0.00002041807,0.000006410603,0.0004665927],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3195392,"threshold_uncertainty_score":0.7116909,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08806262731028394,"score_gpt":0.3660448150932434,"score_spread":0.2779821877829595,"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."}}