{"id":"W4390199487","doi":"10.1002/alz.076164","title":"Novel EEG tools to predict early cognitive impairments in Parkinson’s disease","year":2023,"lang":"en","type":"article","venue":"Alzheimer s & Dementia","topic":"EEG and Brain-Computer Interfaces","field":"Neuroscience","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Montréal","funders":"","keywords":"Dementia; Audiology; Electroencephalography; Non-rapid eye movement sleep; Cognition; Psychology; Cognitive flexibility; Parkinson's disease; Disease; Medicine; Neuroscience; Psychiatry; Internal medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005606731,0.001072237,0.0005057062,0.002422961,0.00016975,0.0009047359,0.000334475,0.0005512381,0.00196729],"category_scores_gemma":[0.001851846,0.0001643584,0.0004122313,0.00105412,0.0001614847,0.0005120458,0.0004879174,0.0005038026,0.0005458203],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002275869,"about_ca_system_score_gemma":0.0001465524,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001152129,"about_ca_topic_score_gemma":0.002554785,"domain_scores_codex":[0.9997782,0.00005984803,0.00003277447,0.000057061,0.00004693137,0.00002514749],"domain_scores_gemma":[0.9991264,0.0002721343,0.0002975524,0.00003964256,0.0001838349,0.00008057628],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002121507,0.0003628839,0.8114343,0.0007124772,0.0005854024,0.0007117984,0.0003480846,0.001537366,0.01824878,0.0003703431,0.002490644,0.1610765],"study_design_scores_gemma":[0.00006859085,0.000774795,0.9847494,0.0001486833,0.0002626113,0.001493736,0.0003608446,0.005878874,0.003009959,0.001047431,0.002168958,0.00003621964],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9702365,0.009340649,0.009577118,0.0002811475,0.0001551433,0.0001974723,0.004241305,0.0002846292,0.005686009],"genre_scores_gemma":[0.9904031,0.001590029,0.005498205,0.00005953895,0.00009707874,0.0001040568,0.001339131,0.00001157993,0.0008973235],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002422961,"threshold_uncertainty_score":0.006581187,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05256482647083691,"score_gpt":0.2981665414934734,"score_spread":0.2456017150226365,"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."}}