{"id":"W4401920231","doi":"10.1192/j.eurpsy.2024.174","title":"Text4Hope: An e-Mental Health Tool for Mitigating Psychological Symptoms among Young Adults","year":2024,"lang":"en","type":"article","venue":"European Psychiatry","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University; Alberta Health Services; University of Alberta","funders":"","keywords":"Mental health; Psychology; Clinical psychology; 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":[0.00129481,0.0004333371,0.0004410834,0.001171089,0.0001736123,0.0003883527,0.0004245427,0.0004251524,0.01420813],"category_scores_gemma":[0.004162503,0.0001497161,0.000491717,0.0004696939,0.00007996072,0.0005867662,0.0006589944,0.0003255891,0.001793432],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001090052,"about_ca_system_score_gemma":0.000263393,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003754722,"about_ca_topic_score_gemma":0.001036345,"domain_scores_codex":[0.9994169,0.0002895954,0.00008840116,0.00004475542,0.0001216134,0.00003864989],"domain_scores_gemma":[0.9982564,0.0009381443,0.0003834569,0.0000586605,0.0001637222,0.0001996418],"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":[0.003839619,0.003182127,0.09561264,0.004268911,0.000313086,0.0003426026,0.001470184,0.0002813704,0.004606719,0.0002397286,0.05369888,0.8321441],"study_design_scores_gemma":[0.004093512,0.01246646,0.8668272,0.003660313,0.001169848,0.002104854,0.001970011,0.003606983,0.005784984,0.00110756,0.09698378,0.0002243803],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.911572,0.006741683,0.007966346,0.003225734,0.0005187523,0.007643135,0.03099237,0.00438697,0.02695303],"genre_scores_gemma":[0.8677505,0.008288341,0.07423531,0.002205344,0.0007660481,0.01257846,0.01321177,0.0001598056,0.0208045],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01420813,"threshold_uncertainty_score":0.04753095,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02047046366198345,"score_gpt":0.3746171333795245,"score_spread":0.3541466697175411,"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."}}