{"id":"W3217460192","doi":"10.32674/jis.v12i3.3603","title":"Socialization Towards Internationalization","year":2021,"lang":"en","type":"article","venue":"Journal of International Students","topic":"International Student and Expatriate Challenges","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Internationalization; Socialization; Preparedness; Internationalization of Higher Education; Higher education; Public relations; Perception; Pedagogy; Stakeholder; Sociology; Psychology; Political science; Social psychology; Business","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.003213605,0.0002821925,0.0001856876,0.001199253,0.003913212,0.004696314,0.0004174487,0.000694938,0.005358452],"category_scores_gemma":[0.007415786,0.0001202172,0.0002684452,0.0009911461,0.006899854,0.002482168,0.006455967,0.001995523,0.0002582451],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001639136,"about_ca_system_score_gemma":0.002548957,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003644349,"about_ca_topic_score_gemma":0.004035369,"domain_scores_codex":[0.9960554,0.002101745,0.0001332767,0.0002098678,0.0006434074,0.0008563214],"domain_scores_gemma":[0.9947315,0.0009783811,0.00157634,0.0003175251,0.0007056288,0.001690586],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00006962429,0.0003113583,0.2496737,0.00022653,0.0000919329,0.0009642387,0.6338724,0.0002511652,0.002618639,0.04765469,0.004378174,0.05988749],"study_design_scores_gemma":[0.000009207621,0.0001773689,0.2074676,0.0002746636,0.0000324863,0.00055271,0.6830974,0.0002344367,0.000596766,0.009446159,0.09805915,0.00005205232],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9293997,0.0003957864,0.0007881114,0.003334867,0.00008823394,0.00005095691,0.00002662787,0.00001414051,0.06590164],"genre_scores_gemma":[0.9976627,0.0002398061,0.0000815126,0.0003030583,0.00002141177,0.00001089391,0.00001316788,0.000003321491,0.001664234],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005358452,"threshold_uncertainty_score":0.0179258,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03570380598982695,"score_gpt":0.4035926084169028,"score_spread":0.3678888024270758,"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."}}