{"id":"W3177161309","doi":"10.1080/22423982.2021.1948247","title":"Diagnosing dementia in the Arctic: translating tools and developing and validating an algorithm for assessment of impaired cognitive function in Greenland Inuit","year":2021,"lang":"en","type":"article","venue":"International Journal of Circumpolar Health","topic":"Dementia and Cognitive Impairment Research","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Velux Fonden","keywords":"Cog; Dementia; Cognition; Gerontology; Medicine; Cognitive test; Referral; Arctic; Cognitive impairment; Algorithm; Psychology; Computer science; Family medicine; Artificial intelligence; Psychiatry; Internal medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01169444,0.0007020015,0.000484655,0.003079476,0.001252862,0.002133303,0.0008495378,0.0004659682,0.0006919427],"category_scores_gemma":[0.01972606,0.0002931695,0.0007957113,0.001490253,0.0006234224,0.0007041137,0.001557271,0.0004881139,0.0002486249],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003163347,"about_ca_system_score_gemma":0.005707352,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1835128,"about_ca_topic_score_gemma":0.2305502,"domain_scores_codex":[0.9970175,0.001616905,0.0004187252,0.0003313552,0.0003999221,0.0002156243],"domain_scores_gemma":[0.9956105,0.001447356,0.0006510507,0.000227401,0.0018162,0.0002474412],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007521277,0.0003306133,0.8326467,0.000644424,0.0003064542,0.001246774,0.01493786,0.006227697,0.002699534,0.001114112,0.004308322,0.1347854],"study_design_scores_gemma":[0.0001329226,0.0005429832,0.9248458,0.001448273,0.0004224243,0.001499196,0.01638063,0.04116932,0.003104841,0.002011395,0.008328835,0.0001133927],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9785301,0.0007231126,0.01419085,0.0005414771,0.00007037541,0.0005046388,0.0007173272,0.0001807353,0.004541377],"genre_scores_gemma":[0.9405279,0.0006051924,0.05626362,0.0001661731,0.00001411139,0.0004415553,0.001142504,0.00003652713,0.0008023246],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1835128,"threshold_uncertainty_score":0.3648893,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07146557378434065,"score_gpt":0.4168170100992405,"score_spread":0.3453514363148999,"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."}}