{"id":"W6892719865","doi":"10.5281/zenodo.11388296","title":"Communication Issues Faced by Indian Undergraduate Students in Canada","year":2024,"lang":"en","type":"preprint","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Diverse Scientific Research Studies","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Study abroad; Christian ministry; International education; Higher education; Foreign language; Language barrier; Immigration","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":[0.001362815,0.0004208668,0.0005564889,0.001654299,0.01836092,0.00595358,0.00175837,0.001341891,0.005168746],"category_scores_gemma":[0.004841452,0.0003997476,0.0004265477,0.003728789,0.002580513,0.0008112693,0.003901618,0.003457486,0.0008741927],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03044756,"about_ca_system_score_gemma":0.08349501,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9459963,"about_ca_topic_score_gemma":0.9665569,"domain_scores_codex":[0.9959079,0.0003105972,0.0001205019,0.0002472439,0.001378454,0.002035254],"domain_scores_gemma":[0.9916786,0.0005070587,0.0006355827,0.0001029286,0.002267335,0.004808647],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0003764951,0.0007036568,0.4000543,0.0005640047,0.00006774827,0.009031998,0.4156584,0.0001484172,0.003329637,0.002811487,0.03908226,0.1281717],"study_design_scores_gemma":[0.00002094776,0.0001914884,0.1802207,0.0003334975,0.00004628437,0.002193023,0.7701159,0.0002681585,0.0005012078,0.0002724783,0.0456818,0.0001544102],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9713398,0.001329234,0.0001190675,0.00871045,0.0002613215,0.00009215194,0.000346896,0.00004183389,0.01775926],"genre_scores_gemma":[0.9838651,0.002741927,0.0002398759,0.003945122,0.00006353472,0.00002983475,0.0002395586,0.00002683096,0.008848209],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05400372,"threshold_uncertainty_score":0.2209135,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07676486057086558,"score_gpt":0.3892062071410828,"score_spread":0.3124413465702173,"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."}}