{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009231525,0.0002597425,0.001128836,0.0001321419,0.0001146335,0.00008973292,0.00009388457,0.0001034064,0.000003690199],"category_scores_gemma":[0.0001685911,0.0001432125,0.0003784639,0.0002370671,0.0001046337,0.0001561087,0.00004371152,0.0003161008,0.000003130894],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002133774,"about_ca_system_score_gemma":0.000146229,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008485888,"about_ca_topic_score_gemma":0.00003666528,"domain_scores_codex":[0.9979037,0.000391812,0.0005347565,0.0004424068,0.0004467661,0.0002805804],"domain_scores_gemma":[0.9984765,0.0006667653,0.0001375266,0.0004786113,0.0001330084,0.0001075659],"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":[0.8626862,0.004676425,0.002547586,0.004658583,0.005818386,0.001189697,0.001247147,0.001267965,0.000904367,0.00002639113,0.005631241,0.109346],"study_design_scores_gemma":[0.7661018,0.1136362,0.002165637,0.03000091,0.009856372,0.0008853058,0.0003842605,0.01747455,0.0109802,0.00001971394,0.04759494,0.0009001687],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9555574,0.03802523,0.000062026,0.001129533,0.0006457189,0.003884873,0.00005258199,0.0001451833,0.0004974208],"genre_scores_gemma":[0.9988165,0.00003706083,0.00008702253,0.0002355317,0.0004251008,0.0001945616,0.00002370738,0.0000419484,0.0001384948],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1089597,"threshold_uncertainty_score":0.5840035,"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."}}