{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004989719,0.0006600677,0.001146885,0.00240724,0.005262724,0.002799333,0.003059273,0.0007119671,0.01374917],"category_scores_gemma":[0.009455496,0.0005122054,0.000870849,0.005252751,0.0008633754,0.001206639,0.002936682,0.0009088091,0.003712009],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0234749,"about_ca_system_score_gemma":0.06635655,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9087145,"about_ca_topic_score_gemma":0.9644518,"domain_scores_codex":[0.9950927,0.000705221,0.0004076198,0.000851244,0.002108166,0.0008350362],"domain_scores_gemma":[0.9816112,0.0006187148,0.001754708,0.0008754303,0.01255894,0.002580934],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001102383,0.0001739055,0.3162087,0.001692278,0.000340343,0.0004037223,0.002147075,0.0001844169,0.0007908866,0.003846907,0.5955531,0.07755644],"study_design_scores_gemma":[0.0005430846,0.0001988139,0.7083948,0.001337645,0.0003533842,0.0001697834,0.001316956,0.0003655031,0.0002804634,0.001032608,0.285926,0.00008100257],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"other","genre_scores_codex":[0.1371236,0.01730534,0.004453388,0.03236987,0.001691668,0.006009345,0.622375,0.0008337367,0.1778382],"genre_scores_gemma":[0.3868945,0.01493825,0.02187634,0.01368253,0.001342712,0.01066251,0.395355,0.0003411826,0.1549069],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.09128553,"threshold_uncertainty_score":0.1836462,"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."}}