{"id":"W4417220332","doi":"10.1136/pn-2025-004696","title":"Non-motor symptoms in Parkinson’s disease: a practical approach","year":2025,"lang":"en","type":"article","venue":"Practical Neurology","topic":"Parkinson's Disease Mechanisms and Treatments","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Mood; Anxiety; Quality of life (healthcare); Sleep hygiene; Rivastigmine; Disease; Dopaminergic; Parkinsonism; Schizophrenia (object-oriented programming)","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002232931,0.0002650833,0.0004734152,0.0002655292,0.00007007892,0.00002998749,0.00008649557,0.0002212703,0.0001605023],"category_scores_gemma":[0.001303995,0.0002290657,0.0001446666,0.0003587279,0.0001273683,0.0001686151,0.0001367521,0.0007211983,0.0001798258],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000684029,"about_ca_system_score_gemma":0.0005468274,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002631202,"about_ca_topic_score_gemma":0.000004428118,"domain_scores_codex":[0.9977854,0.0002265759,0.0003488145,0.000783671,0.0002860333,0.0005694901],"domain_scores_gemma":[0.9983447,0.0005195767,0.00008047264,0.0005095749,0.00005513527,0.0004905117],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.03309358,0.02178099,0.8345488,0.0005033045,0.0008018094,0.02597304,0.00008682785,0.00001199125,0.001145737,0.0646496,0.009258501,0.008145794],"study_design_scores_gemma":[0.004293549,0.0007574073,0.7353296,0.00002804934,0.0005062829,0.0003406697,0.00001147115,0.007334995,0.0000481308,0.002547573,0.2486151,0.000187099],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8803972,0.0003727885,0.004973936,0.08650125,0.0006903039,0.001811457,0.00002775947,0.0001941186,0.02503121],"genre_scores_gemma":[0.9855228,0.00009057402,0.002976149,0.01029824,0.0001007185,0.0003364025,0.00003172957,0.00002919322,0.0006141762],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2393567,"threshold_uncertainty_score":0.9341028,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02108817509718626,"score_gpt":0.3255071248934661,"score_spread":0.3044189497962799,"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."}}