{"id":"W4404272635","doi":"10.46690/elder.2024.03.02","title":"Quality of transnational higher education: from the perspectiveof student","year":2024,"lang":"en","type":"article","venue":"Education and lifelong development research.","topic":"Higher Education Governance and Development","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Quality (philosophy); Psychology; Medical education; Mathematics education; Political science; Medicine; Epistemology; Philosophy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01055621,0.0003185761,0.0004590796,0.001188536,0.004691525,0.01324568,0.000908469,0.001191149,0.003790208],"category_scores_gemma":[0.01187032,0.0002584663,0.0005061597,0.002226391,0.005779731,0.006280086,0.008592433,0.002652318,0.0002832002],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007227466,"about_ca_system_score_gemma":0.007757111,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00923546,"about_ca_topic_score_gemma":0.01393255,"domain_scores_codex":[0.9834691,0.01040641,0.0006079661,0.0006408441,0.002959605,0.001916095],"domain_scores_gemma":[0.987484,0.002379722,0.003569148,0.0006088218,0.002592258,0.003365912],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000125553,0.0004454348,0.2885992,0.0004006393,0.00007048528,0.0004766928,0.6039377,0.0002283519,0.0008237692,0.01742626,0.003739663,0.08372636],"study_design_scores_gemma":[0.00000981849,0.0002989477,0.103488,0.0003717285,0.00002591645,0.0003153458,0.86242,0.000364649,0.0005379032,0.002955138,0.02916363,0.00004885151],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9645662,0.00228047,0.002322686,0.01405304,0.0001232144,0.00004137463,0.00006822637,0.00001901873,0.01652575],"genre_scores_gemma":[0.99773,0.0004893849,0.0003025786,0.0004807253,0.00001358832,0.00001188182,0.00001951586,0.000005073103,0.0009473995],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01324568,"threshold_uncertainty_score":0.0558272,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1087452642824567,"score_gpt":0.4897443931662109,"score_spread":0.3809991288837542,"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."}}