{"id":"W3178462476","doi":"10.2196/27455","title":"Feasibility and Effectiveness of Assessing Subhealth Using a Mobile Health Management App (MibyeongBogam) in Early Middle-Aged Koreans: Randomized Controlled Trial","year":2021,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Randomized controlled trial; mHealth; Mobile apps; Medicine; Physical therapy; Gerontology; Psychological intervention; Computer science; Nursing; World Wide Web; Surgery","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":[0.005849387,0.002182836,0.006313883,0.0008494682,0.001257157,0.001676329,0.001678355,0.003560558,0.008232282],"category_scores_gemma":[0.006399927,0.001346022,0.004996843,0.0008069555,0.001410506,0.002105696,0.001046487,0.003506676,0.0008747923],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001388205,"about_ca_system_score_gemma":0.002705262,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002053863,"about_ca_topic_score_gemma":0.004346555,"domain_scores_codex":[0.9965238,0.001617558,0.0005203601,0.00064634,0.0003057198,0.0003861309],"domain_scores_gemma":[0.9960876,0.001318573,0.001090033,0.0002337995,0.000424533,0.0008454683],"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":[0.9419603,0.03195043,0.001633636,0.00521745,0.003729023,0.00004592683,0.0001745058,0.0001230913,0.0005743458,0.00007569519,0.0005473152,0.01396828],"study_design_scores_gemma":[0.8907198,0.09958653,0.004157501,0.0004322804,0.003686115,0.00001330945,0.0001256341,0.0003491378,0.0002186666,0.0001237966,0.0005518136,0.00003543741],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9146957,0.01329516,0.001462497,0.001196923,0.002002702,0.0627673,0.001455484,0.0001902931,0.002933984],"genre_scores_gemma":[0.8947922,0.005165595,0.005604439,0.001883523,0.0007185205,0.08881522,0.000672952,0.00002305659,0.002324486],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008232282,"threshold_uncertainty_score":0.03093493,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1044577798014034,"score_gpt":0.4703861419031715,"score_spread":0.3659283621017681,"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."}}