{"id":"W7039591299","doi":"","title":"Navigating Perspectives: Unpacking the Discourse Surrounding International Student Experiences in Canadian Higher Education","year":2023,"lang":"en","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"Military Technology and Strategies","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Framing (construction); Higher education; Unpacking; Cognitive dissonance; International education; Discourse analysis; Critical discourse analysis","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008023666,0.0001633762,0.0002232752,0.000475826,0.0002383555,0.0005567874,0.001770233,0.00007333883,0.002061423],"category_scores_gemma":[0.00008287181,0.0001357387,0.00005580526,0.001014386,0.0001383149,0.001500393,0.0001904756,0.0005037781,0.000008051651],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003452511,"about_ca_system_score_gemma":0.0001722009,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03934453,"about_ca_topic_score_gemma":0.02464806,"domain_scores_codex":[0.998706,0.00007643007,0.000373685,0.0002123467,0.0002977542,0.0003337478],"domain_scores_gemma":[0.9993615,0.0001451893,0.0001049205,0.0002118887,0.00007768817,0.00009883283],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001089619,0.00006948373,0.9264148,0.00003348259,0.0001616763,0.00004076055,0.03741476,0.008127017,0.00267112,0.009861184,0.004749662,0.01044511],"study_design_scores_gemma":[0.0001113565,0.000002591444,0.8395281,0.0004283038,0.0000105649,0.000005451995,0.1500783,0.0007064058,0.0003741273,0.007360755,0.001161067,0.0002329171],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9754379,0.009124576,0.000009774704,0.0007240077,0.001671468,0.0001943487,0.000007223663,0.0000842546,0.01274644],"genre_scores_gemma":[0.9968498,0.002682528,0.0000239027,0.00003576274,0.0001457196,0.0001035276,0.000008328117,0.00002144842,0.0001290141],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1126635,"threshold_uncertainty_score":0.9988508,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1496610716336046,"score_gpt":0.5478714689687998,"score_spread":0.3982103973351952,"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."}}