{"id":"W4387940054","doi":"10.3389/fnins.2023.1278817","title":"Original research: initial development of a pragmatic tool to estimate cognitive decline risk focusing on potentially modifiable factors in Parkinson’s disease","year":2023,"lang":"en","type":"article","venue":"Frontiers in Neuroscience","topic":"Parkinson's Disease Mechanisms and Treatments","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Avid Radiopharmaceuticals; Sanofi Genzyme; Allergan; Genentech; H. Lundbeck A/S; Servier; Voyager Therapeutics; Neurocrine Biosciences; Biogen; Celgene; Verily Life Sciences; Teva Pharmaceutical Industries; Sanofi; GlaxoSmithKline; Pfizer; Eli Lilly and Company; Bristol-Myers Squibb","keywords":"Cognitive decline; Dementia; Confidence interval; Internal medicine; Medicine; Cognition; Cohort; Neuropsychology; Disease; Parkinson's disease; Gerontology; Oncology; Psychiatry","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":[0.0009249428,0.0002031015,0.0003494777,0.001171086,0.0001983674,0.00004513529,0.0002111092,0.00004369188,0.000007189055],"category_scores_gemma":[0.001960312,0.0001799398,0.00005547994,0.001929686,0.0001414135,0.0001554722,0.0001808783,0.0002572022,0.00002049342],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002476576,"about_ca_system_score_gemma":0.0007449538,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007241507,"about_ca_topic_score_gemma":0.00002174836,"domain_scores_codex":[0.9970673,0.000189183,0.0004130639,0.0006622733,0.001009633,0.0006585674],"domain_scores_gemma":[0.9990833,0.0001228896,0.00009672016,0.000236514,0.00009339892,0.0003672117],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002802085,0.001666447,0.9540814,0.0002061246,0.00002121476,0.001797386,0.001409061,0.004157388,0.004078995,0.00006520074,0.0003401948,0.02937447],"study_design_scores_gemma":[0.002314222,0.0004220446,0.9650493,0.0007501591,0.00003873105,0.000002345706,0.0002486464,0.01749248,0.008609247,0.0007763099,0.004079608,0.0002168696],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9880733,0.00002363805,0.01002266,0.000131768,0.0005478032,0.0009895415,0.00008935335,0.00004562161,0.00007624539],"genre_scores_gemma":[0.9799656,0.00001891382,0.01962773,0.0001106261,0.00001833698,0.0001365575,0.00002342821,0.0000231547,0.00007571116],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0291576,"threshold_uncertainty_score":0.7337734,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06994787939854423,"score_gpt":0.3800693631664375,"score_spread":0.3101214837678933,"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."}}