{"id":"W7010689387","doi":"","title":"International Student’s Recommendations To Improve Mental Health Support Services in Post Secondary Educational Institutions in Canada","year":2025,"lang":"en","type":"article","venue":"SOURCE Sheridan's Institutional Repository (Sheridan College)","topic":"Engineering and Materials Science Studies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mental health; Stigma (botany); Help-seeking; Study abroad; Cultural competence; Health services; Language barrier; Mental illness; International health","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":[0.004518263,0.000290613,0.0003253747,0.001049214,0.01510607,0.006861994,0.002118162,0.001175893,0.008585908],"category_scores_gemma":[0.009207716,0.0002342709,0.0003949619,0.002401041,0.003044839,0.001541627,0.004363904,0.00278559,0.0006093244],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0516143,"about_ca_system_score_gemma":0.3138046,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9610906,"about_ca_topic_score_gemma":0.9837878,"domain_scores_codex":[0.9951381,0.000612304,0.0001506339,0.0001459217,0.001321202,0.002631891],"domain_scores_gemma":[0.9814916,0.0005783737,0.0006984781,0.0001486933,0.005009622,0.01207331],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001947326,0.001362762,0.3352075,0.001214784,0.00004963124,0.001569664,0.1347877,0.0003817094,0.002352442,0.01185703,0.2304595,0.2805625],"study_design_scores_gemma":[0.00003084861,0.0002425524,0.2509671,0.001240775,0.00004071516,0.0001690862,0.5714778,0.0002593571,0.0009303981,0.0007973029,0.1737387,0.0001053242],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7621741,0.002840739,0.000622823,0.1238686,0.00090827,0.0007309567,0.001120591,0.0001561042,0.1075778],"genre_scores_gemma":[0.9575285,0.003645474,0.002477677,0.01009645,0.00004859519,0.0001493972,0.000423323,0.0000425592,0.02558807],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0516143,"threshold_uncertainty_score":0.3744897,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004269504754174188,"score_gpt":0.2401822799705436,"score_spread":0.2359127752163694,"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."}}