{"id":"W4392625838","doi":"10.2196/49050","title":"A Web-Based Intervention Using \"Five Ways to Wellbeing\" to Promote Well-Being and Mental Health: Randomized Controlled Trial","year":2024,"lang":"en","type":"article","venue":"JMIR Mental Health","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Preprint; Randomized controlled trial; Intervention (counseling); Mental health; Psychology; Medicine; Psychotherapist; Psychiatry; World Wide Web; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.00363541,0.00208155,0.004948014,0.001353745,0.001297149,0.001809462,0.001728389,0.003960135,0.02412123],"category_scores_gemma":[0.005462219,0.001050119,0.003648657,0.001120678,0.001638169,0.001928413,0.001277009,0.00330389,0.001872674],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0015989,"about_ca_system_score_gemma":0.003093337,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00399889,"about_ca_topic_score_gemma":0.005279153,"domain_scores_codex":[0.9975247,0.001247377,0.0002733544,0.0004347582,0.0002041983,0.0003156219],"domain_scores_gemma":[0.9980571,0.0007784704,0.0004226262,0.0001169693,0.0001661568,0.0004586204],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.950786,0.0196233,0.0003157406,0.005813978,0.002121429,0.00005100297,0.00009166624,0.0002243764,0.00040955,0.0002115777,0.00130485,0.01904656],"study_design_scores_gemma":[0.9820554,0.01618356,0.0004202714,0.0002570518,0.0004618207,0.000006094472,0.00002530827,0.0001124646,0.00005381557,0.00008804227,0.0003288496,0.000007255817],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7847578,0.02451648,0.004109074,0.004026486,0.006886559,0.1601995,0.005962451,0.001074391,0.00846726],"genre_scores_gemma":[0.7421941,0.01071115,0.009684762,0.003707183,0.001695025,0.2223349,0.001718282,0.00005715034,0.007897513],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02412123,"threshold_uncertainty_score":0.08069354,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02531050382558341,"score_gpt":0.4042126771984506,"score_spread":0.3789021733728671,"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."}}