{"id":"W7119467929","doi":"10.1002/alz70856_106013","title":"Digital Voice as an Alternative Screening Tool to the Montreal Cognitive Assessment","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":"Montreal Cognitive Assessment; Cognition; Association (psychology); Range (aeronautics); Feature (linguistics); Demographics; Cognitive impairment","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":[0.001395652,0.0005565268,0.000319707,0.001887759,0.0002048428,0.001029996,0.000491478,0.0003908249,0.004661044],"category_scores_gemma":[0.006045084,0.0001061733,0.0002926443,0.0007799296,0.0002507207,0.000733854,0.0007188353,0.0003271542,0.000631294],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003545866,"about_ca_system_score_gemma":0.0003444594,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004848508,"about_ca_topic_score_gemma":0.01284746,"domain_scores_codex":[0.9991063,0.0003201631,0.00008257877,0.0002013949,0.0002333603,0.00005625307],"domain_scores_gemma":[0.9972858,0.001039133,0.0006768026,0.0001433743,0.0006707715,0.0001840643],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002872393,0.0005711356,0.6678113,0.0004105736,0.0003985593,0.0003458064,0.001291465,0.0007078015,0.01523369,0.0007100434,0.003119432,0.3065278],"study_design_scores_gemma":[0.0001244743,0.001767527,0.9821072,0.0000915524,0.0001790061,0.0008725358,0.000986558,0.004868638,0.004913011,0.0006306798,0.003376744,0.00008205701],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9888709,0.0005272637,0.004070555,0.0001060462,0.00004614473,0.0001880754,0.001626187,0.0001342761,0.004430461],"genre_scores_gemma":[0.9905528,0.0002050193,0.006097335,0.0000922668,0.00004882518,0.0002638457,0.0008509295,0.00001461182,0.001874498],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004848508,"threshold_uncertainty_score":0.01559275,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02946073212954823,"score_gpt":0.3596500123190975,"score_spread":0.3301892801895493,"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."}}