{"id":"W4399075718","doi":"10.2196/51916","title":"The Effect of an AI-Based, Autonomous, Digital Health Intervention Using Precise Lifestyle Guidance on Blood Pressure in Adults With Hypertension: Single-Arm Nonrandomized Trial","year":2024,"lang":"en","type":"article","venue":"JMIR Cardio","topic":"Blood Pressure and Hypertension Studies","field":"Medicine","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of California, San Diego","keywords":"Health coaching; Medicine; Blood pressure; Coaching; Physical therapy; Sedentary lifestyle; Randomized controlled trial; Physical activity; Internal medicine; Psychology","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":[0.001486251,0.001163626,0.001963033,0.0005095779,0.0005422601,0.0009563863,0.0007789747,0.001934958,0.0036324],"category_scores_gemma":[0.002873778,0.000536327,0.001634279,0.0003383665,0.0008863516,0.0007708784,0.0005747257,0.001699353,0.0005475648],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005527065,"about_ca_system_score_gemma":0.0009732429,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001344971,"about_ca_topic_score_gemma":0.001532458,"domain_scores_codex":[0.9988489,0.0005913438,0.0001193863,0.0002463772,0.0000929031,0.0001010145],"domain_scores_gemma":[0.9987,0.0004890835,0.0002815387,0.0001134082,0.00009467573,0.0003212309],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.9392641,0.02881198,0.001105954,0.001002974,0.001587337,0.00002694942,0.00008896097,0.000419179,0.00152392,0.00008882034,0.0003361838,0.02574364],"study_design_scores_gemma":[0.8554711,0.1383038,0.004048748,0.00006788993,0.0006717054,0.0000149117,0.00002747937,0.0006726708,0.0003357483,0.000132526,0.0002416558,0.00001183367],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9893711,0.00185505,0.000765144,0.000410571,0.0003942524,0.005647212,0.0003548328,0.0001136775,0.001088182],"genre_scores_gemma":[0.9868896,0.0009150113,0.002659685,0.0005672493,0.0003355854,0.007177062,0.0002473947,0.000009597768,0.001198963],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0036324,"threshold_uncertainty_score":0.0121516,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0158297869347343,"score_gpt":0.289598875416524,"score_spread":0.2737690884817897,"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."}}