{"id":"W3153845720","doi":"10.2196/26939","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","year":2021,"lang":"en","type":"review","venue":"Journal of Medical Internet Research","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":45,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Regina","funders":"Canadian Institutes of Health Research; Social Sciences and Humanities Research Council of Canada; AFA Försäkring; Saskatchewan Health Research Foundation","keywords":"Meta-analysis; Anxiety; Cognitive behavioral therapy; Depression (economics); Meta-regression; Psychology; Clinical psychology; The Internet; MEDLINE; Cognitive therapy; Cognition; Psychotherapist; Medicine; Psychiatry; Computer science; World Wide Web","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0153111,0.0004652627,0.006623315,0.0009039594,0.00005261208,0.000107537,0.00101389,0.0003390015,0.0009227565],"category_scores_gemma":[0.002990832,0.0002132561,0.003358282,0.0008288931,0.0004457736,0.000269351,0.0004918782,0.001932103,0.000003302496],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001717108,"about_ca_system_score_gemma":0.0002281171,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006240478,"about_ca_topic_score_gemma":0.0001761104,"domain_scores_codex":[0.9858998,0.007692101,0.003313837,0.0005795779,0.002041579,0.0004731189],"domain_scores_gemma":[0.9905505,0.005468213,0.001979707,0.0004269205,0.001148783,0.0004259402],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0008371109,0.002106797,0.00005951935,0.2754765,0.2640301,0.000345006,0.003783827,1.233674e-7,2.796663e-7,0.000151088,0.001406458,0.4518032],"study_design_scores_gemma":[0.001565928,0.003234101,0.00003961562,0.5682924,0.4166275,0.0006187351,0.005392493,0.00009096916,0.00006102576,0.00008913605,0.003634772,0.0003533608],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00100706,0.9942733,0.0004203872,0.0001703799,0.0001614812,0.003857485,0.00007606846,0.000004104509,0.00002971778],"genre_scores_gemma":[0.03977293,0.9570839,0.00008478476,0.00004612357,0.00004694399,0.002563926,0.00003215777,0.00004464381,0.0003246006],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.4514498,"threshold_uncertainty_score":0.9999905,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5100045855219925,"score_gpt":0.5660807620378727,"score_spread":0.05607617651588026,"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."}}