{"id":"W4413862294","doi":"10.2196/76035","title":"Behavioral Nudges to Enhance Fidelity in Telehealth Sessions (BENEFITS): Protocol for Developing and Pilot Testing a Telehealth Tool to Improve Cognitive Behavioral Therapy Implementation","year":2025,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute of Mental Health","keywords":"Telehealth; Protocol (science); Fidelity; Telemedicine; Nudge theory; Preprint; Medicine; Computer science; Psychology; Multimedia; Health care; World Wide Web; Alternative 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.05273813,0.002639295,0.002045446,0.002308907,0.003485087,0.002036057,0.003033451,0.003641531,0.04824604],"category_scores_gemma":[0.03933527,0.002430217,0.002722258,0.001548098,0.00294551,0.002511796,0.003565034,0.005507386,0.01027888],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003999129,"about_ca_system_score_gemma":0.01577989,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002524484,"about_ca_topic_score_gemma":0.004097566,"domain_scores_codex":[0.978772,0.01405464,0.002673713,0.001228191,0.001718958,0.001552493],"domain_scores_gemma":[0.9657254,0.01331416,0.002666573,0.006494059,0.009661121,0.00213862],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.08434282,0.09482213,0.0096455,0.02961545,0.000557022,0.001779974,0.02179256,0.007837587,0.01789485,0.01628665,0.0961802,0.6192452],"study_design_scores_gemma":[0.1981312,0.1201519,0.05339957,0.01933617,0.0009054087,0.0008147245,0.01203621,0.009308871,0.03102063,0.01431084,0.5396041,0.0009804153],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.004500811,0.00005406676,0.00524828,0.0001446609,0.00006725611,0.9876295,0.0007555872,0.0001177297,0.001482064],"genre_scores_gemma":[0.001837631,0.00004051508,0.006607633,0.0000486734,0.000007552265,0.9910132,0.0001098915,0.000007021209,0.0003278579],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.05273813,"threshold_uncertainty_score":0.2789092,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4645245683380922,"score_gpt":0.6938510856689409,"score_spread":0.2293265173308487,"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."}}