{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003512229,0.0002127449,0.0002882874,0.0009391901,0.0121189,0.004191738,0.0009171443,0.0006699319,0.004463267],"category_scores_gemma":[0.006295225,0.0002165837,0.0002382076,0.001036792,0.003153645,0.000935204,0.004325327,0.001545739,0.0001656364],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02882921,"about_ca_system_score_gemma":0.06436644,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9266068,"about_ca_topic_score_gemma":0.969163,"domain_scores_codex":[0.9956508,0.0008917021,0.0001365471,0.0002101965,0.001424507,0.001686228],"domain_scores_gemma":[0.9919679,0.001116691,0.0009519852,0.0001427433,0.002356535,0.003464231],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001604107,0.0001561561,0.3901724,0.0002027169,0.00004101737,0.00217855,0.5549609,0.0002933351,0.001655743,0.004071632,0.005700713,0.04040652],"study_design_scores_gemma":[0.000005736222,0.00005941618,0.1715292,0.0003145398,0.00001215097,0.0002090903,0.8066618,0.0002019503,0.0002222026,0.0002351296,0.0205013,0.00004736262],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9857562,0.0004597332,0.000180746,0.00318421,0.00005062472,0.00002671297,0.00008843299,0.000004095164,0.01024922],"genre_scores_gemma":[0.9953142,0.0004652569,0.0001165121,0.0006741948,0.000007557863,0.000009796321,0.00004352702,0.000003062501,0.003365732],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07339323,"threshold_uncertainty_score":0.2091716,"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."}}