{"id":"W4322772017","doi":"10.3390/jcm12051942","title":"Text4Hope Effectiveness in Reducing Psychological Symptoms among Young Adults in Canada: Longitudinal and Naturalistic Controlled Program Evaluation","year":2023,"lang":"en","type":"article","venue":"Journal of Clinical Medicine","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University; Alberta Health Services; University of Alberta","funders":"University Hospital Foundation; Mental Health Foundation; Alberta Cancer Foundation; Royal Alexandra Hospital Foundation","keywords":"Medicine; Anxiety; McNemar's test; Longitudinal study; Mental health; Psychological intervention; Patient Health Questionnaire; Young adult; Depression (economics); Clinical psychology; Psychiatry; Gerontology; Depressive symptoms","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.003773774,0.0008330235,0.00111503,0.0007782372,0.001806476,0.0005865146,0.001211047,0.0008829823,0.002720722],"category_scores_gemma":[0.003594303,0.0004471368,0.00129183,0.001181187,0.0009797973,0.0004697899,0.0007729818,0.0008000424,0.0001876036],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008438394,"about_ca_system_score_gemma":0.0221699,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.4662421,"about_ca_topic_score_gemma":0.6299418,"domain_scores_codex":[0.9976439,0.001023047,0.0001913549,0.0001962633,0.0005031663,0.0004422905],"domain_scores_gemma":[0.9969902,0.0004521016,0.000644812,0.0001567152,0.000791778,0.0009644235],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"observational","study_design_scores_codex":[0.3450223,0.3232251,0.05830666,0.004195366,0.002444788,0.0003499724,0.003112426,0.001829445,0.005018808,0.0003136764,0.004319147,0.2518624],"study_design_scores_gemma":[0.2064078,0.4788539,0.3044223,0.0004108562,0.001860298,0.00007055886,0.001185338,0.002072169,0.001536771,0.0001676626,0.002929115,0.00008336946],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9877577,0.0004192258,0.0002397228,0.000113163,0.00002782497,0.01001154,0.0008884631,0.00003102301,0.0005113315],"genre_scores_gemma":[0.9759444,0.001415334,0.003917191,0.0002779453,0.00008393106,0.01521633,0.001365741,0.000008420046,0.001770776],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5337579,"threshold_uncertainty_score":0.9270566,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1166494373070143,"score_gpt":0.5319910557255876,"score_spread":0.4153416184185733,"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."}}