{"id":"W4320501962","doi":"10.1051/shsconf/202315701021","title":"The Effects of Psychosocial Factors on International Students’ Mental Health and Relevant Interventions","year":2023,"lang":"en","type":"article","venue":"SHS Web of Conferences","topic":"International Student and Expatriate Challenges","field":"Social Sciences","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Mental health; Psychology; Psychosocial; Loneliness; Psychological intervention; Psychoeducation; Clinical psychology; Distress; Acculturation; Mindfulness; Social connectedness; Anxiety; Stressor; Social support; Social psychology; Ethnic group; Psychotherapist; Psychiatry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.0009499749,0.0003078722,0.0003308459,0.0005551314,0.0005636187,0.001008808,0.0003076648,0.0004526165,0.005277257],"category_scores_gemma":[0.003690463,0.00007890264,0.0007299216,0.0003681373,0.0003455808,0.0004179392,0.0008636432,0.001041729,0.0002246103],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005235673,"about_ca_system_score_gemma":0.002148655,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001760428,"about_ca_topic_score_gemma":0.005288197,"domain_scores_codex":[0.9994867,0.0002668191,0.0000344523,0.00003192455,0.00007378936,0.0001063139],"domain_scores_gemma":[0.9989892,0.0005479014,0.0001220427,0.00002560888,0.0001110207,0.0002042095],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.000265186,0.002400784,0.02333019,0.01427437,0.0005560708,0.0001923712,0.002194876,0.0002961223,0.0009272934,0.002304472,0.004992775,0.9482654],"study_design_scores_gemma":[0.0005645571,0.00703937,0.6638795,0.0575078,0.004927925,0.001090218,0.03304388,0.00085274,0.004133817,0.007313239,0.2195218,0.0001253116],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.4283792,0.5089933,0.001404616,0.01662686,0.002505138,0.0006040258,0.000386435,0.00007445855,0.0410258],"genre_scores_gemma":[0.7801604,0.212131,0.001834676,0.001781449,0.0006258923,0.0003451692,0.0001678458,0.000009993014,0.002943428],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005277257,"threshold_uncertainty_score":0.01765412,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05266929106612478,"score_gpt":0.4122688712484823,"score_spread":0.3595995801823575,"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."}}