{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002553638,0.0002962917,0.0003232301,0.0004469154,0.0005025112,0.0001014321,0.0005073792,0.00006596735,0.0001128113],"category_scores_gemma":[0.00002885237,0.0003431021,0.00005793332,0.0006838815,0.00009608261,0.0004123255,0.0001866784,0.0003021173,0.00001056142],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.004546617,"about_ca_system_score_gemma":0.00598606,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1400238,"about_ca_topic_score_gemma":0.5099518,"domain_scores_codex":[0.9978788,0.0000463839,0.0007472878,0.000442648,0.0004197046,0.0004651282],"domain_scores_gemma":[0.9993431,0.00005123411,0.00006524107,0.0002496376,0.0001154435,0.000175342],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000222908,0.0009261511,0.06872295,0.0008416885,0.0006473344,0.0001763893,0.007961625,0.7872262,0.04123183,0.02843109,0.05322748,0.01038437],"study_design_scores_gemma":[0.001665215,0.00008422088,0.3771853,0.0006199447,0.00001390815,0.00008795636,0.007492621,0.004478802,0.001845936,0.00005777693,0.6056535,0.0008148991],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.923663,0.0002833943,0.0003629647,0.009240452,0.01495507,0.000782146,0.0006998203,0.0001592106,0.04985394],"genre_scores_gemma":[0.9954655,0.00007581407,0.001093611,0.0009860061,0.0001983486,0.0002740134,0.0001871961,0.00002028298,0.00169927],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7827474,"threshold_uncertainty_score":0.9999021,"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."}}