{"id":"W4295359749","doi":"10.2196/37287","title":"Motive-Oriented, Personalized, Internet-Based Interventions for Depression: Nonclinical Experimental Study","year":2022,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung; National Science Foundation","keywords":"Psychology; Autonomy; Psychological intervention; Directive; Applied psychology; Set (abstract data type); Sample (material); Alliance; Test (biology); The Internet; Social psychology; Clinical psychology; Computer science; Psychiatry; World Wide Web","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":[0.004283829,0.001168604,0.001302115,0.0008932282,0.001284559,0.0007307721,0.001149868,0.001111279,0.005781156],"category_scores_gemma":[0.004775834,0.0007581815,0.0007397985,0.0004515327,0.001790729,0.0008120477,0.0008728398,0.001777261,0.0007385869],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000749938,"about_ca_system_score_gemma":0.001976811,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002559904,"about_ca_topic_score_gemma":0.003072236,"domain_scores_codex":[0.9973182,0.001319995,0.0002143724,0.0003615481,0.0004150406,0.000370836],"domain_scores_gemma":[0.9973705,0.00112109,0.0003410302,0.0003910915,0.0002882296,0.0004881544],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"nonrandomized_trial","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.0427352,0.9224431,0.006608674,0.0004057425,0.0001431351,0.0001320353,0.001195038,0.000218559,0.006535538,0.0002049107,0.0003280044,0.01905011],"study_design_scores_gemma":[0.1058803,0.8461664,0.04314241,0.00004973662,0.0002099385,0.0001154406,0.0007486072,0.0006764428,0.001717684,0.0002169965,0.001047387,0.0000287918],"study_design_candidate":"nonrandomized_trial","study_design_consensus":"nonrandomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.994486,0.00005784808,0.0002081847,0.00003568624,0.0000244032,0.004690872,0.0000712418,0.000007326066,0.0004184018],"genre_scores_gemma":[0.9723561,0.0003974212,0.004063032,0.0003593244,0.0001771602,0.01996093,0.0004015286,0.000007380153,0.002277081],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005781156,"threshold_uncertainty_score":0.02265531,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2359077662219858,"score_gpt":0.5841444299905407,"score_spread":0.3482366637685549,"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."}}