{"id":"W4312736105","doi":"10.2196/41427","title":"Effects of Customized Digital Health Care Service on Metabolic Syndrome Status and Lifestyle Using a Health Care App: Clinical Trial","year":2022,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Health care; Digital health; Population; Disease; Test (biology); Telemedicine; Family medicine; Gerontology; Environmental health; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00247822,0.001387908,0.002995271,0.000542843,0.001039497,0.001486256,0.0008197188,0.002770157,0.01171972],"category_scores_gemma":[0.00331474,0.0006139855,0.003098913,0.0005807453,0.001087962,0.001789774,0.0009584234,0.003468565,0.001295425],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008659844,"about_ca_system_score_gemma":0.001588537,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001053729,"about_ca_topic_score_gemma":0.001761554,"domain_scores_codex":[0.9989064,0.0004024413,0.0001293688,0.0002221486,0.0001186621,0.0002211426],"domain_scores_gemma":[0.9981259,0.0004978281,0.0003311587,0.0001718814,0.0002322434,0.0006409958],"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":[0.8182402,0.1398298,0.00469992,0.002380558,0.002074266,0.0001882687,0.0003600606,0.000284113,0.001082658,0.0001404147,0.001446054,0.02927372],"study_design_scores_gemma":[0.5849357,0.3984653,0.01157516,0.000261783,0.001705903,0.00005458797,0.0002213157,0.0005055025,0.0004768029,0.0002319039,0.001517772,0.00004830202],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9735771,0.002752588,0.0003926693,0.0006071544,0.0005033888,0.01874994,0.0007514754,0.00006538162,0.002600406],"genre_scores_gemma":[0.9504799,0.002649159,0.002183042,0.001355164,0.0009245481,0.03775912,0.0008049957,0.00001420311,0.003829844],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01171972,"threshold_uncertainty_score":0.03920633,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1200427634896572,"score_gpt":0.5632886502217909,"score_spread":0.4432458867321337,"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."}}