{"id":"W2042424129","doi":"10.2196/jmir.3147","title":"Web-Based Intervention Programs for Depression: A Scoping Review and Evaluation","year":2014,"lang":"en","type":"review","venue":"Journal of Medical Internet Research","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":127,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; St. Michael's Hospital","funders":"","keywords":"Usability; Psychological intervention; Randomized controlled trial; Medicine; Intervention (counseling); Health care; Medical education; World Wide Web; Psychology; Internet privacy; Nursing; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.03514031,0.0002726046,0.001823151,0.000652422,0.00006055811,0.0001504061,0.001017346,0.0005445373,0.002821425],"category_scores_gemma":[0.004572822,0.0001901814,0.001008646,0.0003608334,0.0002693718,0.0001260172,0.0002641545,0.001817232,0.0001144824],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003758486,"about_ca_system_score_gemma":0.00110932,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002573506,"about_ca_topic_score_gemma":0.00005060348,"domain_scores_codex":[0.9898545,0.003549432,0.002749661,0.0004391456,0.002864535,0.0005427762],"domain_scores_gemma":[0.9946837,0.001811423,0.001393824,0.0003693844,0.001113587,0.00062806],"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":[0.00003782495,0.0004523564,0.000003035169,0.1969446,0.0001468094,0.00001515185,0.000009934132,5.999505e-9,3.682561e-9,0.0001193458,0.02543902,0.7768319],"study_design_scores_gemma":[0.001023986,0.001303996,0.000001268227,0.5632747,0.000474599,0.0003010267,0.000008306333,0.0000853106,1.936017e-7,0.0001207834,0.4333181,0.00008772033],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00001113378,0.9908437,0.00101504,0.00120529,0.001542237,0.004681008,0.00000966756,0.00001333764,0.0006786101],"genre_scores_gemma":[0.0004177348,0.9957616,0.0001664674,0.0001395803,0.0005742332,0.001941141,0.00007900655,0.00005820794,0.0008620233],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.7767442,"threshold_uncertainty_score":0.9980901,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4001187507688896,"score_gpt":0.6558855152246426,"score_spread":0.255766764455753,"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."}}