{"id":"W4403544526","doi":"10.1002/mdc3.14229","title":"Increasing Sensitivity in Patient‐Reported <scp>MDS</scp>‐<scp>UPDRS</scp> Items for Predicting Medication Initiation in Early <scp>PD</scp>","year":2024,"lang":"en","type":"article","venue":"Movement Disorders Clinical Practice","topic":"Parkinson's Disease Mechanisms and Treatments","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; University of Ottawa","funders":"Dystonia Coalition; Canadian Institutes of Health Research; Parkinsonfonden; National Institutes of Health; National Institute on Aging; National Institute for Health and Care Research; Physicians' Services Incorporated Foundation; Neurocrine Biosciences; NIH Clinical Center; Cleveland Clinic Foundation; Parkinson Canada; Sunovion; Ottawa Hospital Research Institute; European Commission; Fondation Brain Canada; Rush University; Cleveland Clinic; Pfizer; Biogen; International Parkinson and Movement Disorder Society; University of Oxford; Parkinson's UK; Parkinson's Foundation; Adamas Pharmaceuticals; CHDI Foundation; University of Ottawa; Alzheimer's Association; Michael J. Fox Foundation for Parkinson's Research; U.S. Department of Defense","keywords":"Medicine; Pharmacology","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":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.006043998,0.0005522274,0.000871583,0.0005513814,0.0002436069,0.0001676686,0.0001416269,0.0005135327,0.000007776371],"category_scores_gemma":[0.06727988,0.0005530003,0.0003691446,0.0009651467,0.0001400967,0.001340343,0.000163409,0.001082341,0.00005648047],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004664889,"about_ca_system_score_gemma":0.0005745698,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001738492,"about_ca_topic_score_gemma":0.0005148234,"domain_scores_codex":[0.9931065,0.001094357,0.002231475,0.001399548,0.001251935,0.0009162113],"domain_scores_gemma":[0.9745046,0.0229296,0.001105902,0.0006311277,0.0003137593,0.0005150342],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002102806,0.007266491,0.9592466,0.0004841494,0.001082096,0.001596564,0.004848956,0.0001021465,0.0007292301,0.0004155663,0.00379691,0.02022099],"study_design_scores_gemma":[0.008310709,0.001722708,0.9119039,0.001049209,0.001283656,0.00005359824,0.006887611,0.02338728,0.0004060733,0.005008886,0.03985946,0.0001268742],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9840012,0.001194046,0.004604606,0.001162641,0.001213581,0.003056325,0.00009978103,0.0002912043,0.004376682],"genre_scores_gemma":[0.9917188,0.0007957521,0.00230831,0.003271281,0.0003196369,0.0004935596,0.0006898189,0.0001202919,0.0002824995],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06123589,"threshold_uncertainty_score":0.9996921,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03708863069556248,"score_gpt":0.351238313669473,"score_spread":0.3141496829739105,"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."}}