{"id":"W4403829016","doi":"10.1080/01434632.2024.2418477","title":"A systematic review of international students’ experiences transitioning from non-Anglophone high schools to universities in Anglophone settings","year":2024,"lang":"en","type":"review","venue":"Journal of Multilingual and Multicultural Development","topic":"Second Language Learning and Teaching","field":"Arts and Humanities","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pedagogy; Higher education; Political science; Medical education; Sociology; Medicine","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":[0.009147796,0.001510811,0.005195783,0.01449889,0.001357738,0.003453551,0.001775698,0.00196941,0.004625444],"category_scores_gemma":[0.04602954,0.001159623,0.004699358,0.0170734,0.001095894,0.003338189,0.001913232,0.00147691,0.0004771549],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004168383,"about_ca_system_score_gemma":0.02313501,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01059229,"about_ca_topic_score_gemma":0.03929547,"domain_scores_codex":[0.9911295,0.002921319,0.003397831,0.0006393243,0.001593249,0.0003187962],"domain_scores_gemma":[0.9718149,0.01994455,0.003938373,0.0005438392,0.003365507,0.0003927825],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00008062462,0.00001822435,0.0004481376,0.9492695,0.001789124,0.0001607957,0.0009558914,0.00005933241,0.0001832943,0.0003536613,0.001704907,0.04497658],"study_design_scores_gemma":[0.00004246449,0.0001068219,0.001865508,0.9552416,0.0118571,0.000335716,0.001076263,0.00002422038,0.0001445925,0.0002306821,0.02905129,0.00002368703],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001398554,0.996339,0.0002555806,0.0002722253,0.0001589995,0.0005304667,0.0004397602,0.000009735681,0.0005957299],"genre_scores_gemma":[0.0105849,0.9865717,0.0008842903,0.0004579095,0.00004195821,0.0009280457,0.0003064172,0.000006416061,0.0002183488],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01449889,"threshold_uncertainty_score":0.04837871,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01813748795436413,"score_gpt":0.3095448175519952,"score_spread":0.291407329597631,"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."}}