{"id":"W4415762728","doi":"10.1002/mds.70097","title":"Assessing Digital Health Technologies for Outcome Measurement in Parkinson's Disease Drug Trials: A Systematic Review","year":2025,"lang":"en","type":"review","venue":"Movement Disorders","topic":"Parkinson's Disease Mechanisms and Treatments","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; University of Ottawa","funders":"EIT Health; Perelman School of Medicine, University of Pennsylvania; National Institutes of Health; Horizon 2020 Framework Programme; Feinberg School of Medicine; Associazione Italiana Ricerca Alzheimer; Thailand Science Research and Innovation; H. Lundbeck A/S; Sun Pharma; European Academy of Neurology; Association France Parkinson; Seoul National University; National Research Council of Thailand; CHDI Foundation; National IT Industry Promotion Agency; Chulalongkorn University; Multiple System Atrophy Coalition; Michael J. Fox Foundation for Parkinson's Research; Boston Scientific Corporation; Ministero della Salute; Parkinson's Foundation; Biogen; Northwestern University; Novo Nordisk; University of Pennsylvania; Ipsen; Institute for Translational Medicine and Therapeutics; Teva Pharmaceutical Industries; International Parkinson and Movement Disorder Society; U.S. Department of Defense; Eli Lilly and Company; Genentech; Seoul National University Bundang Hospital; ACADIA Pharmaceuticals; Angelini Pharma","keywords":"MEDLINE; Observational study; Systematic review; Digital health; Clinical trial; Randomized controlled trial; Evidence-based medicine; Wearable technology; Precision medicine; Clinical study design","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.03676619,0.001861328,0.01350198,0.01125594,0.0008387823,0.004332985,0.002619021,0.002637298,0.005491537],"category_scores_gemma":[0.1202096,0.001280833,0.01156092,0.01123638,0.001435513,0.004031344,0.002103243,0.001732386,0.000462591],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005640911,"about_ca_system_score_gemma":0.01480859,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003635653,"about_ca_topic_score_gemma":0.01120515,"domain_scores_codex":[0.9594744,0.01826812,0.01388314,0.0016966,0.00620325,0.0004744221],"domain_scores_gemma":[0.8638497,0.1067145,0.01847542,0.001889795,0.008221917,0.0008485692],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0002286774,0.00001660073,0.0003624594,0.9572507,0.01022414,0.00003521004,0.00009761185,0.00008367254,0.00007908505,0.0001907369,0.0006689827,0.03076202],"study_design_scores_gemma":[0.0007869296,0.0003225493,0.002344369,0.9012971,0.08204335,0.0001645882,0.0001663142,0.000208375,0.0001809945,0.0004859798,0.01195201,0.00004750715],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0007756486,0.9960586,0.0005604165,0.0002891135,0.0001266678,0.001544157,0.000354876,0.0000190504,0.0002714828],"genre_scores_gemma":[0.02173491,0.9677124,0.003743459,0.0008128599,0.0001566886,0.005271222,0.0003996039,0.00001552859,0.0001532856],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9632338,"threshold_uncertainty_score":0.1944405,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1231045583350105,"score_gpt":0.4128730587671892,"score_spread":0.2897685004321786,"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."}}