{"id":"W4385798328","doi":"10.1002/alz.13395","title":"AI‐based assessments of speech and language impairments in dementia","year":2023,"lang":"en","type":"review","venue":"Alzheimer s & Dementia","topic":"Dementia and Cognitive Impairment Research","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Computer Research Institute of Montréal","funders":"","keywords":"Dementia; Psychology; Linguistics; Audiology; Natural language processing; Computer science; Medicine; Disease; Philosophy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.001960771,0.0009937704,0.002367476,0.004084218,0.0002129479,0.000993893,0.001080229,0.001155032,0.002627559],"category_scores_gemma":[0.003897476,0.0003149684,0.001487003,0.002166497,0.000454541,0.001207711,0.0007911164,0.00117513,0.0009212905],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005957623,"about_ca_system_score_gemma":0.001115082,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002272152,"about_ca_topic_score_gemma":0.005179138,"domain_scores_codex":[0.9992582,0.0002113796,0.0001790579,0.0001042574,0.0002181315,0.00002892043],"domain_scores_gemma":[0.9981034,0.001317541,0.0002027854,0.00002635389,0.0003167857,0.00003325762],"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":[0.0001097309,0.00005054488,0.0004761198,0.06117155,0.0006215227,0.00005659749,0.00005846078,0.0001709771,0.0003099665,0.0009365946,0.006309527,0.9297284],"study_design_scores_gemma":[0.00021504,0.0006136228,0.01688221,0.2292134,0.006485601,0.002993905,0.0005291977,0.0006536095,0.00177171,0.007054097,0.7334198,0.0001677768],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00009897353,0.9993539,0.00006778197,0.00008525577,0.00004703451,0.000008213528,0.00002348815,0.000002688474,0.0003126949],"genre_scores_gemma":[0.001429883,0.9979455,0.0002669708,0.0001152607,0.00006695647,0.00001666923,0.00003885082,9.371976e-7,0.000119023],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004084218,"threshold_uncertainty_score":0.01036966,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07402727837593713,"score_gpt":0.4337267590599144,"score_spread":0.3596994806839772,"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."}}