{"id":"W4379795110","doi":"10.2196/45749","title":"Investigating Relationships Among Self-Efficacy, Mood, and Anxiety Using Digital Technologies: Randomized Controlled Trial","year":2023,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"European Commission; Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung; National Science Foundation","keywords":"Mood; Evening; Self-efficacy; Psychological intervention; Mental health; Randomized controlled trial; Psychology; Anxiety; Clinical psychology; Medicine; Psychiatry; Psychotherapist; Internal medicine","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006164605,0.0002090024,0.0007862045,0.0008729729,0.0007679912,0.000359041,0.0002915027,0.0002530099,0.0000370662],"category_scores_gemma":[0.003832964,0.0001665189,0.0002792609,0.001590608,0.001086048,0.001015938,0.0004269871,0.00112654,0.0004750514],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002065785,"about_ca_system_score_gemma":0.00009238946,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002982796,"about_ca_topic_score_gemma":0.000006392168,"domain_scores_codex":[0.9956229,0.00146742,0.00107271,0.0003763714,0.0006550108,0.0008055803],"domain_scores_gemma":[0.9940014,0.00493242,0.0003101242,0.0003530601,0.0002222115,0.0001807101],"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":[0.7589423,0.005177858,0.009078005,0.000694774,0.002060903,0.00003376899,0.06658491,0.0000359049,0.00003648212,0.1120925,0.01048761,0.03477499],"study_design_scores_gemma":[0.9487578,0.000698988,0.002833869,0.0003062564,0.00002586814,0.00001482177,0.0152679,0.008326566,0.00003161224,0.02330012,0.0001995901,0.0002365703],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9663857,0.00008112455,0.00008114387,0.0008067511,0.0004452427,0.008260803,0.00004680752,0.0008290041,0.02306341],"genre_scores_gemma":[0.9952571,0.00001216276,0.0001363473,0.000005690257,0.00005479603,0.003456778,0.00004084927,0.00003219507,0.001004123],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1898155,"threshold_uncertainty_score":0.6790442,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1455081525716002,"score_gpt":0.4659103287466162,"score_spread":0.320402176175016,"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."}}