{"id":"W4313825150","doi":"10.2196/41413","title":"Evaluation of Two Web-Based Interventions (Res-Up! and REMOTION) in Routine Outpatient Psychotherapy (Therapy Online Plus—TOP): Protocol for a Randomized Controlled Trial","year":2023,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Bern","keywords":"Psychological intervention; Mental health; Randomized controlled trial; Intervention (counseling); Medicine; Psychology; Psychotherapist; Clinical psychology; Psychiatry","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":[0.03853917,0.007998555,0.01662651,0.003889784,0.00409967,0.005878329,0.004650671,0.009547218,0.08682416],"category_scores_gemma":[0.02501015,0.004112098,0.007959777,0.003788131,0.004815311,0.004937093,0.00311054,0.00936104,0.01661737],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007999951,"about_ca_system_score_gemma":0.01965348,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004087254,"about_ca_topic_score_gemma":0.006582169,"domain_scores_codex":[0.9808141,0.01060253,0.002337984,0.001722631,0.002309756,0.002212921],"domain_scores_gemma":[0.986182,0.003661352,0.003054629,0.001434447,0.003410026,0.00225757],"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":[0.8499498,0.02945194,0.000781289,0.04894962,0.003163025,0.0003501573,0.0008143591,0.002739987,0.002546693,0.003605996,0.01570258,0.04194458],"study_design_scores_gemma":[0.9391129,0.02864765,0.001388078,0.005971271,0.001313888,0.00004499926,0.0002231483,0.001522207,0.0008759518,0.001548297,0.01921047,0.000141328],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.001089359,0.0001696985,0.0004916074,0.00006383198,0.0001233075,0.9973826,0.0003978475,0.00004574792,0.0002360195],"genre_scores_gemma":[0.000992441,0.0001060127,0.0007070963,0.00005641583,0.00002581444,0.997865,0.00006473976,0.00000313077,0.0001792845],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.08682416,"threshold_uncertainty_score":0.2904558,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4666370599216516,"score_gpt":0.6716536100954982,"score_spread":0.2050165501738466,"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."}}