{"id":"W4295792346","doi":"10.56059/pcf10.1025","title":"The Transnational Student Learning Experience: Giving Voice to Internationalization Practices that Enhance Lifelong Learning and Transformation","year":2022,"lang":"en","type":"article","venue":"Tenth Pan-Commonwealth Forum on Open Learning","topic":"International Student and Expatriate Challenges","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Internationalization; Lifelong learning; Distance education; Internationalization of Higher Education; Higher education; Autoethnography; Knowledge management; Pedagogy; Sociology; Institution; Business; Public relations; Political science; Computer science","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":"codex-gemma-dda1882f352a","candidate_categories":["sts","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.004204316,0.0002142663,0.0002257507,0.0001879751,0.01029623,0.00104517,0.001028785,0.00006298834,0.0003150365],"category_scores_gemma":[0.00083324,0.0001994418,0.00007126106,0.0003733599,0.0001030956,0.001130836,0.0004280997,0.001049197,0.00002369848],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005503879,"about_ca_system_score_gemma":0.0001444896,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001903667,"about_ca_topic_score_gemma":0.003830144,"domain_scores_codex":[0.9951542,0.001502597,0.0004886123,0.0004576345,0.001830426,0.000566519],"domain_scores_gemma":[0.9973902,0.001361998,0.0008033147,0.00009797604,0.0001967681,0.0001497202],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004616547,0.0002098316,0.1176688,0.00002751118,0.0001102567,0.000005543307,0.6853634,0.02859826,0.0001381309,0.1198737,0.0001861307,0.04735685],"study_design_scores_gemma":[0.0004302203,0.0003315568,0.01279059,0.0000385366,0.000009715441,0.000002368147,0.4791366,0.001474636,0.00006407347,0.0001564634,0.5053333,0.0002319877],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9191699,0.0004181487,0.001392456,0.05368768,0.0007776133,0.001395012,0.000003886239,0.0001574865,0.02299782],"genre_scores_gemma":[0.9894509,0.0009763789,0.00007378794,0.0005900654,0.0001667847,0.0003805291,0.00005541024,0.00003129874,0.008274867],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5051472,"threshold_uncertainty_score":0.9999918,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04951527312811908,"score_gpt":0.4224938694616473,"score_spread":0.3729785963335282,"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."}}