{"id":"W4416379942","doi":"10.2196/85910","title":"Authors’ Reply: Methodological Considerations in Evaluating Mental Health Apps: Ensuring Reliability and Patient Safety","year":2025,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Reliability (semiconductor); Patient safety; Mental health; mHealth; Health care; 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":[],"category_scores_codex":[0.0557339,0.0008321984,0.002039532,0.001653844,0.004910396,0.007352864,0.002845353,0.04710099,0.01109679],"category_scores_gemma":[0.4486893,0.001110217,0.00184553,0.001504626,0.006982415,0.005861369,0.003900215,0.04275408,0.006239674],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004714318,"about_ca_system_score_gemma":0.01357965,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008009895,"about_ca_topic_score_gemma":0.01092037,"domain_scores_codex":[0.9408242,0.02385884,0.01407461,0.003887126,0.01444422,0.002910976],"domain_scores_gemma":[0.5970176,0.2818223,0.01556708,0.009139461,0.08906408,0.007389343],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002102188,0.00005349607,0.002481453,0.000773083,0.00021306,0.0007167675,0.001859106,0.0001262499,0.0001915896,0.005101782,0.9748676,0.01340551],"study_design_scores_gemma":[0.0004112004,0.0001062066,0.004831368,0.003374762,0.0004471944,0.001876591,0.004814549,0.000729488,0.001021386,0.01865222,0.9634153,0.0003198229],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0004723883,0.0007169156,0.0003270073,0.9644446,0.03325074,0.00003487803,0.00009916544,0.00002146631,0.0006328112],"genre_scores_gemma":[0.005231908,0.0006588723,0.001076851,0.9684317,0.02230658,0.0001952828,0.0000382365,0.00003437324,0.002026045],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9442661,"threshold_uncertainty_score":0.2947526,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2470666776128201,"score_gpt":0.5442747031846369,"score_spread":0.2972080255718168,"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."}}