{"id":"W4416158874","doi":"10.2196/85635","title":"Strength of Evidence to Support Decision-Making on the Use of Digital Mental Health Technologies in NICE Evaluations: Cross-Sectional Analysis of Studies","year":2025,"lang":"en","type":"article","venue":"JMIR Mental Health","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mental health; Nice; Digital health; Psychological intervention; MEDLINE","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":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.4107318,0.001806888,0.007795279,0.02798604,0.001589759,0.01255673,0.003771042,0.00407968,0.005221627],"category_scores_gemma":[0.7693776,0.002739786,0.020411,0.02569604,0.002788145,0.01134391,0.01005116,0.003443501,0.0004944298],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006561974,"about_ca_system_score_gemma":0.01060587,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00315084,"about_ca_topic_score_gemma":0.006645543,"domain_scores_codex":[0.4212802,0.2666931,0.2435703,0.01321586,0.05199068,0.003249816],"domain_scores_gemma":[0.09221916,0.7452738,0.1037725,0.01806054,0.03888743,0.001786533],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005002862,0.0002929895,0.3695382,0.3352424,0.1678396,0.000523256,0.006357103,0.001886789,0.000694123,0.003454408,0.006748392,0.1024199],"study_design_scores_gemma":[0.002118329,0.002914815,0.3170908,0.4411871,0.1780775,0.001480046,0.00578327,0.002738458,0.001741889,0.005837034,0.04065228,0.0003785183],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.2334565,0.6520302,0.02984053,0.01237679,0.001163016,0.02657203,0.0298936,0.0003108873,0.01435638],"genre_scores_gemma":[0.8662158,0.04939749,0.04525061,0.005131679,0.0003925994,0.02446601,0.008567823,0.0001637878,0.0004141392],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5892682,"threshold_uncertainty_score":0.7266726,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2910258185357016,"score_gpt":0.5860422521794063,"score_spread":0.2950164336437047,"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."}}