{"id":"W7118082268","doi":"10.1093/geroni/igaf122.1855","title":"Methods to Crosswalk Between Cognitive Test Scores Using Data From the Alzheimer’s Disease Neuroimaging Cohort","year":2025,"lang":"en","type":"article","venue":"Innovation in Aging","topic":"Dementia and Cognitive Impairment Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Dementia; Schema crosswalk; Cognition; Rating scale; Neuroimaging; Clinical trial; Test (biology); Alzheimer's Disease Neuroimaging Initiative; Cohort","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":[0.1159381,0.003329308,0.00369348,0.01022126,0.001281235,0.003400582,0.005025965,0.00284468,0.01119037],"category_scores_gemma":[0.3196762,0.00177705,0.012431,0.006559876,0.001969991,0.002600092,0.005518156,0.005085018,0.002506217],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00127941,"about_ca_system_score_gemma":0.002478592,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004751286,"about_ca_topic_score_gemma":0.004688318,"domain_scores_codex":[0.9001353,0.05773205,0.01177828,0.02061945,0.008850785,0.0008841614],"domain_scores_gemma":[0.7530856,0.1723938,0.01695331,0.04687368,0.009798673,0.0008950129],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.005892836,0.0009807578,0.1738753,0.006918116,0.06906509,0.0009556058,0.001952178,0.05548652,0.003854992,0.03894958,0.02802526,0.6140438],"study_design_scores_gemma":[0.006124601,0.007300571,0.1999518,0.005475691,0.03480631,0.002996888,0.002029876,0.3529261,0.0209237,0.2245285,0.1410742,0.001861765],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.03350726,0.002616588,0.9343637,0.0008932248,0.0007773263,0.008153446,0.01480047,0.003341869,0.001546152],"genre_scores_gemma":[0.2066173,0.0008948328,0.7380085,0.001088451,0.000330141,0.03114834,0.01806111,0.001035165,0.002816266],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.1159381,"threshold_uncertainty_score":0.6131465,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1598934392642093,"score_gpt":0.4923735292682505,"score_spread":0.3324800900040412,"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."}}