{"id":"W4213365164","doi":"10.2196/preprints.26939","title":"Exploring the Role of Persuasive Design in Unguided Internet-Delivered Cognitive Behavioral Therapy for Depression and Anxiety Among Adults: Systematic Review, Meta-analysis, and Meta-regression (Preprint)","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Regina","funders":"","keywords":"eHealth; Psychological intervention; Anxiety; Meta-analysis; Randomized controlled trial; Clinical psychology; Psychology; Multilevel model; Depression (economics); Meta-regression; Medicine; Psychiatry; Health care; Computer science","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":["metaresearch","metaepi_broad"],"consensus_categories":[],"category_scores_codex":[0.04604207,0.003476911,0.01629821,0.008798766,0.0007282177,0.005981878,0.002965467,0.002983986,0.003832547],"category_scores_gemma":[0.1150255,0.001963955,0.05251806,0.007926021,0.0009648436,0.003338477,0.002396025,0.002888218,0.0003736585],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0046904,"about_ca_system_score_gemma":0.008165091,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0102173,"about_ca_topic_score_gemma":0.01743458,"domain_scores_codex":[0.9645914,0.02096121,0.009054978,0.001987779,0.002957286,0.0004473093],"domain_scores_gemma":[0.9350069,0.05292159,0.006646473,0.001763828,0.003317491,0.0003437079],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"meta_analysis","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.00117951,0.00004401251,0.001632156,0.3724527,0.6020632,0.00005452846,0.0001437912,0.000477123,0.0001415281,0.0003609007,0.0006242436,0.02082636],"study_design_scores_gemma":[0.0006163877,0.0001804952,0.001375763,0.051396,0.943456,0.00004059224,0.00005014676,0.0002763944,0.0001784353,0.0004481992,0.001955891,0.00002561593],"study_design_candidate":"meta_analysis","study_design_consensus":"meta_analysis","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.003071197,0.9919891,0.001805636,0.0005659769,0.000385672,0.001265902,0.0004724235,0.00005962338,0.0003844653],"genre_scores_gemma":[0.1483911,0.8281144,0.01195754,0.002597405,0.0004882835,0.006737442,0.001065789,0.00009237894,0.0005555425],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9837018,"threshold_uncertainty_score":0.2434967,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2252386274891671,"score_gpt":0.4192262032045632,"score_spread":0.1939875757153961,"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."}}