{"id":"W4365136271","doi":"10.2196/43236","title":"The Effect of a mHealth App (KENPO-app) for Specific Health Guidance on Weight Changes in Adults With Obesity and Hypertension: Pilot Randomized Controlled Trial","year":2023,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":52,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"mHealth; Overweight; Medicine; Weight loss; Randomized controlled trial; Physical therapy; Obesity; Intervention (counseling); Gerontology; Psychological intervention; Psychiatry; Internal medicine","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":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.02008953,0.0007166407,0.004236021,0.0006458964,0.003630935,0.00002419543,0.0003404646,0.000375637,0.00001552949],"category_scores_gemma":[0.0009998494,0.0004185252,0.00018459,0.00121182,0.0005180649,0.00008946897,0.000106121,0.001359538,0.00002823944],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004311163,"about_ca_system_score_gemma":0.002657023,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001136311,"about_ca_topic_score_gemma":0.00318217,"domain_scores_codex":[0.9866413,0.005144718,0.003371879,0.001295042,0.000765382,0.002781707],"domain_scores_gemma":[0.9753472,0.01909149,0.002546438,0.0009663286,0.0003137953,0.001734727],"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":[0.9302022,0.0002720616,0.002122052,0.01366602,0.00002853955,0.000002835138,0.001228082,0.000002836721,0.000001564619,0.00813817,0.01586338,0.0284723],"study_design_scores_gemma":[0.9378673,0.01399163,0.01434849,0.00219055,0.00007874695,0.000007809452,0.0006460386,0.001094782,0.000003010382,0.0005856623,0.02884471,0.0003412893],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8194743,0.01217484,0.0001351717,0.05597966,0.001575552,0.1095172,0.0001936924,0.0004158972,0.0005336564],"genre_scores_gemma":[0.7858402,0.09054653,0.0003085739,0.006583467,0.001259812,0.1144404,0.0001580426,0.0001363494,0.0007266229],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0783717,"threshold_uncertainty_score":0.9998267,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04960585194257364,"score_gpt":0.3990100153475606,"score_spread":0.3494041634049869,"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."}}