{"id":"W4229002945","doi":"10.1002/gps.5727","title":"Caregiving concerns and clinical characteristics across neurodegenerative and cerebrovascular disorders in the Ontario neurodegenerative disease research initiative","year":2022,"lang":"en","type":"article","venue":"International Journal of Geriatric Psychiatry","topic":"Dementia and Cognitive Impairment Research","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; McMaster University; Toronto Western Hospital; Krembil Foundation; Centre for Addiction and Mental Health; Bruyère; Occupational Cancer Research Centre; University Health Network; Health Sciences Centre; Ottawa Hospital; NOSM University; Public Health Ontario; St. Michael's Hospital; Sunnybrook Health Science Centre; University of Toronto; Western University; London Health Sciences Centre; Queen's University; Nova Scotia Health Authority; Dalhousie University; University of Ottawa; Ontario Brain Institute; Baycrest Hospital","funders":"Canadian Institutes of Health Research; Faculty of Health Sciences, Queen's University; Bruyère Research Institute; Ontario Brain Institute; St. Michael’s Hospital Foundation; Temerty Family Foundation; Centre for Addiction and Mental Health Foundation","keywords":"Disease; Dementia; Amyotrophic lateral sclerosis; Frontotemporal dementia; Activities of daily living; Cognition; Medicine; Gerontology; Distress; Psychology; Alzheimer's disease; Psychiatry; Clinical psychology; Internal medicine","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":[0.001235953,0.0002865348,0.0003193865,0.001449052,0.002117522,0.0009073941,0.0008107689,0.000341768,0.0009708797],"category_scores_gemma":[0.003493448,0.000215446,0.0003761122,0.00242468,0.0005803768,0.0005269764,0.001393183,0.0004180631,0.0001103867],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006416889,"about_ca_system_score_gemma":0.004756617,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7767774,"about_ca_topic_score_gemma":0.8596544,"domain_scores_codex":[0.9990321,0.0001481823,0.0001085114,0.0001563404,0.0003114964,0.0002433154],"domain_scores_gemma":[0.9980444,0.00008948133,0.0009298337,0.00006742448,0.0004812,0.0003876442],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002794946,0.00001025982,0.9983503,0.000008622347,0.00001479386,0.00002383373,0.0006501523,0.00001079302,0.00003893484,0.00001384964,0.0001887256,0.0006618024],"study_design_scores_gemma":[0.000001486728,0.000006084694,0.9994977,0.000005014253,0.000003894842,0.00001495684,0.0003659078,0.00001383396,0.000005305171,0.000003882757,0.00008052024,0.000001368473],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975026,0.000355374,0.0000311176,0.0001130825,0.000003787564,0.00003625564,0.001036119,0.000002101292,0.0009195761],"genre_scores_gemma":[0.9984725,0.0001426917,0.00005948139,0.00003013224,0.000003831523,0.00002853831,0.001063269,0.000001033656,0.0001984823],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2232226,"threshold_uncertainty_score":0.4490744,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04863101239257499,"score_gpt":0.4078686472122752,"score_spread":0.3592376348197002,"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."}}