{"id":"W3046794125","doi":"10.1101/2020.07.30.20165456","title":"The Ontario Neurodegenerative Disease Research Initiative","year":2020,"lang":"en","type":"preprint","venue":"medRxiv","topic":"Parkinson's Disease Mechanisms and Treatments","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Institutes of Health Research; McMaster University; Hotchkiss Brain Institute; Ontario Brain Institute; Health Sciences Centre; Kensington Health; University of Calgary; Parkwood Institute; Public Health Ontario; Centre for Addiction and Mental Health; London Health Sciences Centre; Ottawa Hospital; Bruyère; Baycrest Hospital; Lawson Health Research Institute; Occupational Cancer Research Centre; Toronto Western Hospital; Nova Scotia Health Authority; Western University; University of Toronto; University of Ottawa; Thunder Bay Regional Research Institute; Queen's University; University of Waterloo; St. Michael's Hospital; Sunnybrook Health Science Centre","funders":"McMaster University; London Health Sciences Centre","keywords":"Disease; Cognitive decline; Dementia; Neuropsychology; Cognition; Medicine; Cohort; Amyotrophic lateral sclerosis; Neuroimaging; Physical medicine and rehabilitation; Alzheimer's Disease Neuroimaging Initiative; Psychology; Pathology; Psychiatry","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004875727,0.0003766258,0.0004449776,0.0001132124,0.0005360803,0.0001429606,0.0003750071,0.0001386498,0.0002030253],"category_scores_gemma":[0.0005926003,0.0002441244,0.0002871943,0.0002157743,0.0002227836,0.00003959186,0.0009182897,0.001740471,0.0003530717],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004889349,"about_ca_system_score_gemma":0.002313396,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001147778,"about_ca_topic_score_gemma":0.002729035,"domain_scores_codex":[0.9966434,0.0005364702,0.0003128778,0.0009447848,0.001036662,0.0005257733],"domain_scores_gemma":[0.9973487,0.0002704502,0.0001243061,0.0009704567,0.0004042891,0.0008817511],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01232077,0.004195164,0.8418722,0.001317087,0.006350438,0.03100899,0.02266529,0.0001248259,0.001814436,0.01975324,0.04366078,0.01491677],"study_design_scores_gemma":[0.001570851,0.0004291713,0.8136831,0.000335387,0.0006177224,0.000007075439,0.0001910813,0.0005068849,0.001946694,0.02496171,0.1553733,0.0003769869],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9735704,0.001915517,0.0001075926,0.01251471,0.0008421215,0.001826488,0.0001937513,0.0001117035,0.008917735],"genre_scores_gemma":[0.9936283,0.0003683954,0.0002141056,0.0008423669,0.0004476731,0.000634532,0.0002287341,0.00006428341,0.003571571],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1117126,"threshold_uncertainty_score":0.9955103,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1648226107204387,"score_gpt":0.369616584477079,"score_spread":0.2047939737566403,"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."}}