{"id":"W3093779021","doi":"10.2196/22108","title":"Evaluating the Utility of Smartphone-Based Sensor Assessments in Persons With Multiple Sclerosis in the Real-World Using an App (elevateMS): Observational, Prospective Pilot Digital Health Study","year":2020,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":86,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Novartis Pharmaceuticals Corporation","keywords":"Observational study; mHealth; Quality of life (healthcare); Montreal Cognitive Assessment; Medicine; Physical therapy; Physical medicine and rehabilitation; Activities of daily living; Cognition; Psychiatry; Cognitive impairment; Psychological intervention","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003435204,0.0002807242,0.0007350537,0.0001883828,0.0005316216,0.00006552501,0.0001952275,0.00003692172,0.000008163489],"category_scores_gemma":[0.0005057387,0.0001663098,0.000037414,0.001461414,0.0002550722,0.0002328587,0.00007529335,0.0007264894,6.328505e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000407805,"about_ca_system_score_gemma":0.002186384,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01127287,"about_ca_topic_score_gemma":0.01096066,"domain_scores_codex":[0.9952512,0.001207858,0.0008937429,0.000682094,0.001226783,0.0007383125],"domain_scores_gemma":[0.9974702,0.0009896143,0.0004374096,0.0004503397,0.0002407732,0.000411671],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00335994,0.002791435,0.9756761,0.001147932,0.00002976934,0.000003153421,0.01352555,0.0001118215,0.0001389993,0.000006479271,0.00005460014,0.003154194],"study_design_scores_gemma":[0.007212289,0.008812135,0.8898425,0.0002846597,0.00002383685,0.000001148913,0.01601555,0.07768133,0.000007030777,0.000004550894,0.000006739022,0.0001082635],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9835767,0.0001250282,0.00004662222,0.009072533,0.00002186866,0.006926567,0.0001270262,0.00003753541,0.00006614828],"genre_scores_gemma":[0.9963239,0.00008576514,0.00109414,0.00187751,0.00009177298,0.0004423968,0.00004827641,0.00003055286,0.000005630489],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08583365,"threshold_uncertainty_score":0.9953111,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5669518048585205,"score_gpt":0.5151577041277144,"score_spread":0.05179410073080604,"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."}}