{"id":"W4412390951","doi":"10.2196/75687","title":"Bringing Executive Function Testing Online: Assessment Validation Study","year":2025,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Dementia and Cognitive Impairment Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Montreal Neurological Institute and Hospital","funders":"National Institute on Aging","keywords":"Cognitive flexibility; Cognition; Neuropsychology; Psychology; Neuropsychological assessment; Executive functions; Trail Making Test; Normative; Clinical psychology; Usability; Medicine; Gerontology; Psychiatry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.009853573,0.0009464365,0.0005845705,0.001154809,0.000622318,0.0006497675,0.0007322141,0.0008269504,0.00185797],"category_scores_gemma":[0.01682369,0.0003342047,0.000980955,0.0005323115,0.000518078,0.0007300528,0.0009634661,0.001038645,0.001473404],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004741426,"about_ca_system_score_gemma":0.001109285,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001418058,"about_ca_topic_score_gemma":0.002105997,"domain_scores_codex":[0.9959804,0.001643263,0.0004247481,0.0005425771,0.001154789,0.0002542466],"domain_scores_gemma":[0.9876522,0.003949162,0.001407528,0.001885979,0.0043753,0.0007298241],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003919559,0.01692896,0.9038445,0.0001097784,0.0002871565,0.0003888995,0.001764516,0.0006985437,0.004486771,0.0002112762,0.001120221,0.06623981],"study_design_scores_gemma":[0.001878029,0.03510375,0.9511307,0.0000811504,0.0002233511,0.001000782,0.0004936699,0.002417233,0.003132483,0.0002158265,0.004280978,0.00004188282],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9931307,0.0001054095,0.002149141,0.00003648207,0.00002218283,0.001808072,0.0005567287,0.00004139684,0.002149919],"genre_scores_gemma":[0.9872552,0.0001459046,0.004998394,0.0002066574,0.00004921851,0.003075079,0.002519018,0.00003824108,0.00171228],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009853573,"threshold_uncertainty_score":0.05211127,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08457687595480072,"score_gpt":0.4882631288780926,"score_spread":0.4036862529232919,"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."}}