{"id":"W4410187616","doi":"10.1177/13872877251338186","title":"Red flags for remote cognitive diagnostic assessment: A Delphi expert consensus study by the Canadian Consortium on Neurodegeneration in Aging","year":2025,"lang":"en","type":"article","venue":"Journal of Alzheimer s Disease","topic":"Delphi Technique in Research","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan; Centre Hospitalier de l’Université de Montréal; Baycrest Hospital; University of Toronto; Nova Scotia Health Authority; McMaster University; Jewish General Hospital; University of Northern British Columbia; University of Alberta; University of British Columbia; University of Calgary; Montreal Neurological Institute and Hospital; Centre for Family Medicine; McGill University; Dalhousie University","funders":"National Institute on Aging","keywords":"Workgroup; Dementia; Multidisciplinary approach; Delphi method; Cognition; Cognitive decline; Medicine; Psychology; Computer science; Psychiatry; Artificial intelligence; Political science; Disease; Pathology","routes":{"ca_aff":true,"ca_fund":false,"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":[0.002364695,0.0001191984,0.0001915736,0.0003714281,0.000643489,0.0002038299,0.0003267922,0.00005432012,0.00002118823],"category_scores_gemma":[0.00567808,0.00009749587,0.00009686298,0.0004346429,0.0002240617,0.0001052024,0.00002948325,0.0003532163,0.000001325689],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002929342,"about_ca_system_score_gemma":0.003065268,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03419545,"about_ca_topic_score_gemma":0.1299817,"domain_scores_codex":[0.9974289,0.0009356458,0.000459429,0.0001983194,0.0006173287,0.0003603889],"domain_scores_gemma":[0.9962271,0.002451777,0.0001963082,0.00016283,0.0005897235,0.0003722864],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.003394947,0.004919096,0.1845727,0.00006149535,0.002621735,0.004149836,0.03379884,0.0008259582,0.0008911163,0.007362435,0.5927126,0.1646892],"study_design_scores_gemma":[0.01994956,0.00339862,0.7382383,0.003039186,0.004365008,0.00002599394,0.1270005,0.01457337,0.003822859,0.02127737,0.06215067,0.002158599],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8532705,0.003848492,0.000652546,0.1316896,0.0009555467,0.00492791,0.0001071747,0.00004053942,0.004507664],"genre_scores_gemma":[0.9979049,0.00008143605,0.0001478535,0.001588702,0.0001286749,0.00006507087,0.000004193329,0.00001279205,0.0000663889],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5536656,"threshold_uncertainty_score":0.9722359,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09966000462191921,"score_gpt":0.4641373487846715,"score_spread":0.3644773441627523,"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."}}