{"id":"W2946205649","doi":"10.2196/13381","title":"Feedback on Physical Activity Through a Wearable Device Connected to a Mobile Phone App in Patients With Metabolic Syndrome: Pilot Study","year":2019,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Pusan National University Hospital; Pusan National University","keywords":"Wearable computer; Mobile phone; mHealth; Wearable technology; Computer science; Mobile device; Phone; Physical activity; Human–computer interaction; Multimedia; Psychology; Medicine; Physical medicine and rehabilitation; Embedded system; World Wide Web; Psychological intervention; Telecommunications; Nursing","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":[0.001839417,0.0006844094,0.001119279,0.0004843463,0.0008668376,0.0006452802,0.0003299787,0.0009273979,0.005058431],"category_scores_gemma":[0.003509201,0.0004052227,0.001244773,0.0002985758,0.0004070666,0.0007163194,0.000637498,0.001360548,0.0007445861],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002796588,"about_ca_system_score_gemma":0.0008346046,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001104922,"about_ca_topic_score_gemma":0.00165133,"domain_scores_codex":[0.9991369,0.0003804312,0.00008491645,0.0001020017,0.0001121968,0.0001835711],"domain_scores_gemma":[0.9983389,0.0005832346,0.0002060702,0.0001101089,0.0002277112,0.0005338483],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"nonrandomized_trial","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.1344507,0.4586565,0.1533108,0.003412055,0.00149002,0.002026127,0.007578498,0.0003498218,0.01698454,0.0001166911,0.002857631,0.2187666],"study_design_scores_gemma":[0.02733107,0.7585856,0.205064,0.0002211676,0.0009680261,0.0004386307,0.002589152,0.0009289338,0.001722515,0.00007731136,0.001983861,0.00008978509],"study_design_candidate":"nonrandomized_trial","study_design_consensus":"nonrandomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990323,0.000154547,0.0000976842,0.00005294557,0.00002128207,0.0003512073,0.00005110757,0.000009162018,0.0002298803],"genre_scores_gemma":[0.9964039,0.0003787255,0.0009113224,0.0002375625,0.00008399302,0.001255813,0.0001217796,0.000004861957,0.0006019795],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005058431,"threshold_uncertainty_score":0.01692218,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0556975041834015,"score_gpt":0.420072279809108,"score_spread":0.3643747756257065,"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."}}