{"id":"W4360842347","doi":"10.5206/cie-eci.v51i2.14223","title":"A Descriptive Survey Study of International Students’ Experiences at a Canadian University: Challenges, Supports and Suggested Improvements","year":2023,"lang":"en","type":"article","venue":"Comparative and International Education","topic":"International Student and Expatriate Challenges","field":"Social Sciences","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Context (archaeology); Descriptive statistics; Study abroad; International education; Descriptive research; Higher education; Coping (psychology); Public relations; Psychology; Medical education; Political science; Pedagogy; Sociology; Medicine; Social science; Geography","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":[0.00408874,0.0005363055,0.0007187716,0.002871109,0.01272865,0.0042236,0.001668341,0.0007972806,0.003534633],"category_scores_gemma":[0.007103206,0.000582675,0.0005564104,0.005534105,0.002853822,0.001707379,0.003041871,0.002168396,0.0004102439],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02657709,"about_ca_system_score_gemma":0.05285482,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9038876,"about_ca_topic_score_gemma":0.9476315,"domain_scores_codex":[0.9974528,0.0003601708,0.0001609401,0.000231977,0.0006507623,0.001143227],"domain_scores_gemma":[0.9943385,0.0008334541,0.0007406152,0.0001323002,0.002078607,0.001876594],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000121869,0.0003820274,0.3214693,0.0005148994,0.00001919181,0.0008873586,0.646521,0.00007318869,0.0009602892,0.001188823,0.004807769,0.02305429],"study_design_scores_gemma":[0.000003309771,0.0001312383,0.1370958,0.0001532465,0.000007376007,0.0001540122,0.8526754,0.00005990863,0.0001140195,0.00004144933,0.009520538,0.00004371701],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9934545,0.0003054765,0.0001282997,0.000785011,0.00002365808,0.0001937478,0.0006861816,0.000007428373,0.004415721],"genre_scores_gemma":[0.993462,0.0009911007,0.0004533917,0.0007536896,0.00001287723,0.000235842,0.0004699569,0.00001101114,0.003610091],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09611243,"threshold_uncertainty_score":0.1933569,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1444829210854173,"score_gpt":0.4034800618099313,"score_spread":0.258997140724514,"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."}}