{"id":"W4411368403","doi":"10.2196/58204","title":"Evaluating a Mobile Digital Therapeutic for Vasomotor and Behavioral Health Symptoms Among Women in Midlife: Randomized Controlled Trial","year":2025,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Menopause: Health Impacts and Treatments","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Hot flash; Medicine; Randomized controlled trial; Quality of life (healthcare); Physical therapy; Pittsburgh Sleep Quality Index; Anxiety; Depression (economics); Vasomotor; Repeated measures design; Psychological intervention; Menopause; Sleep disorder; Patient Health Questionnaire; Internal medicine; Insomnia; Psychiatry; Depressive symptoms; Sleep quality","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":[0.002410598,0.001148786,0.003190327,0.0005943704,0.000677428,0.001169751,0.0009689393,0.002514367,0.01181917],"category_scores_gemma":[0.003583808,0.0005670367,0.002349857,0.0005858897,0.0008582993,0.0009428231,0.0004948978,0.001813615,0.001031904],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006415145,"about_ca_system_score_gemma":0.001239732,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001359225,"about_ca_topic_score_gemma":0.003061007,"domain_scores_codex":[0.9986797,0.0006764457,0.0001749356,0.0002223427,0.0001045863,0.0001420808],"domain_scores_gemma":[0.9986468,0.0005325269,0.0003681864,0.00007889554,0.0001094362,0.0002641865],"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":[0.9684536,0.005419489,0.0006587594,0.003231841,0.001804439,0.00003289418,0.00004809056,0.0000866385,0.0007227405,0.00007364303,0.0006567408,0.01881114],"study_design_scores_gemma":[0.9720263,0.02485895,0.001224196,0.000155555,0.0009394791,0.00001101423,0.00001848028,0.0001191699,0.0001113843,0.00005637735,0.0004728212,0.000006177841],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9070263,0.04191371,0.001944583,0.002901771,0.002637463,0.03367217,0.003597449,0.0003786928,0.005927917],"genre_scores_gemma":[0.9401264,0.01093434,0.004493162,0.002714565,0.001670969,0.0349807,0.001119905,0.00002287829,0.003936969],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01181917,"threshold_uncertainty_score":0.0395391,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07066416967674452,"score_gpt":0.4670846642382346,"score_spread":0.3964204945614901,"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."}}