{"id":"W4388485684","doi":"10.1002/brb3.3295","title":"Staging Parkinson's disease according to the MNCD classification correlates with caregiver burden","year":2023,"lang":"en","type":"article","venue":"Brain and Behavior","topic":"Parkinson's Disease Mechanisms and Treatments","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"UCB Pharma; Instituto de Salud Carlos III; Allergan; Italfarmaco; Ipsen; H. Lundbeck A/S; Junta de Andalucía; Ministerio de Economía y Competitividad; Teva Pharmaceutical Industries; Biogen; International Parkinson and Movement Disorder Society; Eisai; European Regional Development Fund; Sanofi; Acorda Therapeutics; Pfizer","keywords":"Quality of life (healthcare); Medicine; Caregiver burden; Internal medicine; Beck Depression Inventory; Cohort; Depression (economics); Parkinson's disease; Disease; Montreal Cognitive Assessment; Physical therapy; Cognitive impairment; Dementia; Psychiatry; Anxiety","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0000965192,0.0001381487,0.0001323152,0.00009724293,0.0002054253,0.00005512491,0.00006201475,0.00003124041,0.00002671376],"category_scores_gemma":[0.00003561698,0.00008471187,0.00003856809,0.0003208262,0.00003351631,0.00006069599,0.00004596543,0.00007722087,0.00009361991],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004169194,"about_ca_system_score_gemma":0.00006393419,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004271639,"about_ca_topic_score_gemma":0.000007947577,"domain_scores_codex":[0.9991305,0.0000261369,0.0000912416,0.0003077692,0.0002190033,0.0002252877],"domain_scores_gemma":[0.9993185,0.00004755399,0.0000362582,0.0002509977,0.00004847001,0.0002982634],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003582886,0.0002597613,0.8780487,0.00006133432,0.00008719516,0.000936864,0.001738133,0.00001225664,0.002771295,0.0003300937,0.004568779,0.1108273],"study_design_scores_gemma":[0.001015526,0.0001155446,0.9547752,0.0001062756,0.0005175949,0.00001252185,0.002817899,0.0004039976,0.00009591695,0.00001594854,0.03999573,0.0001278365],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9924396,0.0001512948,0.00007713184,0.006269848,0.00009951834,0.0006634488,0.00004712373,0.0001304758,0.0001215364],"genre_scores_gemma":[0.9970332,0.00003836054,0.0000801467,0.0004455989,0.00009733646,0.0002978359,0.0000954183,0.00002567078,0.001886431],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1106995,"threshold_uncertainty_score":0.345445,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02975014673464938,"score_gpt":0.2885824927202288,"score_spread":0.2588323459855794,"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."}}