{"id":"W4406923912","doi":"10.47678/cjhe.v1i1.190107","title":"Qualitative Student Mobility Research in Canada: Existing Contributions and Scholarly Recommendations","year":2025,"lang":"en","type":"article","venue":"Canadian Journal of Higher Education","topic":"Social Capital and Networks","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Qualitative research; Educational research; Sociology; Higher education; Regional science; Political science; Mathematics education; Psychology; Pedagogy; Social science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.1452189,0.001377442,0.003233305,0.01616668,0.02619265,0.02303635,0.008112306,0.003558797,0.007092801],"category_scores_gemma":[0.1982271,0.001352747,0.001473966,0.03808961,0.0243718,0.01060171,0.01664988,0.005001359,0.0005716417],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.2173101,"about_ca_system_score_gemma":0.5108896,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9679368,"about_ca_topic_score_gemma":0.9682928,"domain_scores_codex":[0.941394,0.02575294,0.003797598,0.00454188,0.01763642,0.006877139],"domain_scores_gemma":[0.6881458,0.167828,0.009243988,0.01020131,0.1106142,0.01396685],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002734602,0.0001425705,0.02805829,0.04183786,0.0003699556,0.0004348919,0.2819987,0.0009774086,0.0004212117,0.1743642,0.06948131,0.4016401],"study_design_scores_gemma":[0.00006343304,0.00005450995,0.02673119,0.1326983,0.0003744562,0.0002123052,0.4363813,0.001299257,0.0007308145,0.03905648,0.3621636,0.0002344153],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.04196239,0.5396556,0.01674042,0.3344265,0.007071038,0.001056669,0.003042565,0.0001850498,0.05585974],"genre_scores_gemma":[0.496239,0.4278409,0.03530048,0.02899618,0.001112323,0.00218207,0.001573162,0.0003174977,0.006438335],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.7826899,"threshold_uncertainty_score":0.9078094,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1547234178546945,"score_gpt":0.530573040486204,"score_spread":0.3758496226315096,"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."}}