{"id":"W7117324319","doi":"10.1002/alz70857_107231","title":"Limitations and Potential Improvement of Cognitive Screening Tests for Mild Cognitive Impairment","year":2025,"lang":"en","type":"article","venue":"Alzheimer s & Dementia","topic":"Dementia and Cognitive Impairment Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cognitive impairment; Screening test; Test (biology); Cognition; Montreal Cognitive Assessment","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":[0.1404542,0.001776653,0.001892174,0.004976137,0.001092659,0.003506988,0.004802525,0.001880007,0.002224168],"category_scores_gemma":[0.299892,0.00063255,0.00252987,0.00404841,0.001929714,0.003091911,0.002085331,0.002725239,0.0008648921],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00268885,"about_ca_system_score_gemma":0.00499276,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01329868,"about_ca_topic_score_gemma":0.01723689,"domain_scores_codex":[0.9044058,0.06184337,0.009543412,0.004919171,0.01817084,0.00111739],"domain_scores_gemma":[0.5578772,0.3142171,0.02310027,0.0209913,0.08125898,0.002555092],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007332559,0.0002923576,0.4322363,0.00440859,0.001318655,0.0003071945,0.001632544,0.003006869,0.002921659,0.005868162,0.01552696,0.5317475],"study_design_scores_gemma":[0.0002686954,0.003302396,0.7756456,0.009420548,0.002566681,0.005516503,0.002338616,0.04536914,0.01040333,0.02539912,0.1193205,0.00044898],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.4575993,0.1242917,0.2431661,0.08825685,0.008759341,0.004534966,0.01265777,0.002504864,0.05822911],"genre_scores_gemma":[0.7617486,0.01015339,0.2101287,0.008921256,0.001767237,0.002568672,0.002827889,0.0001483681,0.001735957],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.1404542,"threshold_uncertainty_score":0.7428018,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05489123189867197,"score_gpt":0.3450721337815916,"score_spread":0.2901809018829197,"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."}}