{"id":"W4400833730","doi":"10.1002/mdc3.14163","title":"Improving Parkinson's Disease Care through Systematic Screening for Depression","year":2024,"lang":"en","type":"article","venue":"Movement Disorders Clinical Practice","topic":"Parkinson's Disease Mechanisms and Treatments","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; Toronto Western Hospital; University of Toronto","funders":"Genentech; National Institutes of Health; Sage Therapeutics; Neurocrine Biosciences; Parkinson's Foundation; PTC Therapeutics; Weston Brain Institute; American Academy of Neurology; F. Hoffmann-La Roche; University of Pennsylvania; U.S. Department of Veterans Affairs; Patient-Centered Outcomes Research Institute; Biogen; International Parkinson and Movement Disorder Society; University of Oxford; CHDI Foundation; Fondation Brain Canada; Duke Endowment; Michael J. Fox Foundation for Parkinson's Research; National Institute for Health and Care Research; Teva Pharmaceutical Industries","keywords":"Geriatric Depression Scale; Depression (economics); Medicine; Parkinson's disease; Disease; Physical therapy; Psychiatry; Depressive symptoms; Internal medicine; Cognition","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.01113394,0.0005862148,0.0008389206,0.002339635,0.0007880838,0.001315743,0.001166981,0.0006627325,0.001072407],"category_scores_gemma":[0.02901092,0.0003890772,0.0009529809,0.001016085,0.0006373971,0.0008204386,0.002800042,0.001008483,0.0002583333],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002101806,"about_ca_system_score_gemma":0.01514123,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01652844,"about_ca_topic_score_gemma":0.02842693,"domain_scores_codex":[0.991211,0.005631818,0.0009817977,0.0004222993,0.001235251,0.0005177706],"domain_scores_gemma":[0.9851172,0.004633253,0.003867595,0.0005606539,0.002705181,0.003116063],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005599283,0.002050193,0.3482848,0.004339427,0.0004382808,0.0003571776,0.003207533,0.0007331445,0.001651371,0.0002168023,0.01532769,0.6228337],"study_design_scores_gemma":[0.002195759,0.007872086,0.9479291,0.0126853,0.0009459039,0.0009316138,0.005061043,0.00472915,0.001605929,0.001069228,0.01483871,0.0001361305],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8868899,0.03288801,0.01576446,0.03038282,0.000659155,0.01354042,0.00127514,0.001359193,0.01724085],"genre_scores_gemma":[0.9523101,0.0111928,0.02832507,0.003197615,0.0002840633,0.003378709,0.0005871312,0.00002264144,0.0007019024],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01652844,"threshold_uncertainty_score":0.05888259,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04540555133041063,"score_gpt":0.3894489282653898,"score_spread":0.3440433769349792,"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."}}