{"id":"W4386868576","doi":"10.2196/preprints.47059","title":"e–Mental Health Program to Prevent Psychological Distress Among French-Speaking International Students in a Linguistic-Cultural Minority Context (Ottawa, Alberta, and Quebec): Protocol for the Implementation and Evaluation of Psy-Web (Preprint)","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Mental Health Treatment and Access","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Context (archaeology); Mental health; Psychological intervention; eHealth; Psychology; Public relations; Health care; Medical education; Political science; Medicine; Psychiatry; Geography","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":[0.01301141,0.002152828,0.002285595,0.001903166,0.007542253,0.002313307,0.00338337,0.0019,0.06369796],"category_scores_gemma":[0.007873678,0.001374651,0.002654106,0.002540704,0.001562137,0.001165899,0.00213343,0.002207134,0.006423037],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03171404,"about_ca_system_score_gemma":0.1031771,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6271467,"about_ca_topic_score_gemma":0.7426283,"domain_scores_codex":[0.9939475,0.00293501,0.0006243485,0.000500062,0.0006062799,0.001386779],"domain_scores_gemma":[0.9920512,0.0005746738,0.0005831875,0.0005603461,0.00445819,0.001772481],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.163779,0.0793571,0.04779863,0.0254423,0.001630569,0.001130307,0.009174384,0.005843593,0.005039506,0.007245498,0.2915426,0.3620165],"study_design_scores_gemma":[0.2170861,0.04995922,0.3498569,0.01399878,0.001422545,0.000157586,0.01183775,0.004663206,0.00530363,0.002475559,0.3425681,0.000670574],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.01360625,0.0002233691,0.001050083,0.0004021091,0.0001590856,0.9663324,0.01285936,0.0001031815,0.005264234],"genre_scores_gemma":[0.01124869,0.000218769,0.00312778,0.0003269634,0.0000348718,0.9803208,0.002242114,0.000009752399,0.002470254],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.3728533,"threshold_uncertainty_score":0.7500983,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1191889854131869,"score_gpt":0.5537331884482573,"score_spread":0.4345442030350704,"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."}}