{"id":"W4396604992","doi":"10.57125/fed.2024.06.25.11","title":"Classroom Experiences of International Students in Canadian Postsecondary Education","year":2024,"lang":"en","type":"article","venue":"Futurity Philosophy.","topic":"Global Education and Multiculturalism","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Prince Edward Island","funders":"","keywords":"Postsecondary education; Pedagogy; Mathematics education; Psychology; Medical education; Higher education; Political science; Medicine; Law","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001744444,0.0009604214,0.0008678003,0.001906574,0.02665084,0.007535425,0.002468045,0.001564384,0.004614322],"category_scores_gemma":[0.003066097,0.0004765965,0.0005240152,0.002749001,0.007742345,0.001595575,0.00753963,0.003147071,0.0005730169],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03800382,"about_ca_system_score_gemma":0.03928183,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8966438,"about_ca_topic_score_gemma":0.9572586,"domain_scores_codex":[0.9967543,0.0004531066,0.00006608934,0.000277867,0.0007014356,0.001747243],"domain_scores_gemma":[0.9960219,0.0003190426,0.0002576523,0.00006126488,0.0008532154,0.00248685],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00006806771,0.000122032,0.01685124,0.00006248216,0.000006270765,0.0009243909,0.9674503,0.00004447837,0.001164746,0.0008711952,0.001894463,0.01054032],"study_design_scores_gemma":[0.00000239086,0.00005267155,0.01051649,0.00004875282,0.00000707975,0.0001703297,0.9740235,0.00002826752,0.0002173181,0.00005193191,0.01484839,0.00003281479],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9846008,0.000519656,0.0002217262,0.0006975501,0.00006550215,0.00004350221,0.0001090294,0.00002083134,0.01372148],"genre_scores_gemma":[0.990868,0.0005371912,0.0002595,0.0003819719,0.00001418035,0.00003236515,0.0001198788,0.00002099531,0.007765934],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1033562,"threshold_uncertainty_score":0.2757383,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01785670541787818,"score_gpt":0.3599936175319248,"score_spread":0.3421369121140466,"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."}}