{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00211419,0.0006445982,0.0005030396,0.0006730594,0.001016659,0.0009710274,0.0004502842,0.0009367704,0.001101293],"category_scores_gemma":[0.00491144,0.0004664182,0.0007906258,0.0004813521,0.0005582886,0.001004008,0.001062919,0.0009378747,0.0005550306],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005293874,"about_ca_system_score_gemma":0.0005815125,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004281267,"about_ca_topic_score_gemma":0.006526654,"domain_scores_codex":[0.9987888,0.0005139139,0.0001238209,0.0002694426,0.0001755895,0.0001284909],"domain_scores_gemma":[0.99679,0.0006967277,0.001047431,0.0003198781,0.0005783236,0.0005675441],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004474093,0.008809046,0.9727692,0.0001963511,0.0003403866,0.0002252409,0.002358995,0.0001573671,0.001368143,0.00003988895,0.0005381053,0.008723289],"study_design_scores_gemma":[0.0007390081,0.01851295,0.9762223,0.00003813964,0.0002521565,0.0003377807,0.001934963,0.0007400639,0.0004515478,0.00005273721,0.0006839513,0.00003445528],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990422,0.00002962658,0.0001006484,0.00001882189,0.000003481208,0.0002869651,0.0003142446,0.000005081388,0.0001988766],"genre_scores_gemma":[0.9981383,0.00004375672,0.0005024801,0.00009863269,0.00001775376,0.0005539973,0.0004673192,0.000002509077,0.000175293],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004281267,"threshold_uncertainty_score":0.01118106,"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."}}