{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00079949,0.0003262592,0.0005643482,0.00007452413,0.0002463478,0.0001660945,0.0001365505,0.0001317806,0.00005137269],"category_scores_gemma":[0.003668229,0.000254247,0.0005692997,0.0001829728,0.00004934231,0.0006241369,0.0001119296,0.0003035492,0.00006080726],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001140645,"about_ca_system_score_gemma":0.000204401,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007724648,"about_ca_topic_score_gemma":0.0000104917,"domain_scores_codex":[0.9970223,0.000227119,0.0008364295,0.0008976344,0.0005850943,0.0004314769],"domain_scores_gemma":[0.996637,0.001948973,0.0002729628,0.0005813746,0.0001514592,0.0004081628],"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":[0.01770983,0.01230939,0.0682342,0.242007,0.009452105,0.003422017,0.002906677,0.000322424,0.0002794106,0.01040089,0.01760214,0.6153539],"study_design_scores_gemma":[0.01989749,0.003259477,0.0254048,0.02902024,0.02455031,0.00001863466,0.01259633,0.05567511,0.0001973499,0.0142125,0.8133647,0.001803046],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04260134,0.1356647,0.7774187,0.01460707,0.0044314,0.01625229,0.0004031798,0.001379052,0.007242333],"genre_scores_gemma":[0.9620133,0.0010779,0.02802895,0.006660468,0.000332627,0.001086849,0.0001987273,0.000102886,0.0004983091],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.919412,"threshold_uncertainty_score":0.999991,"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."}}