{"id":"W4387935733","doi":"10.1097/wnn.0000000000000356","title":"Development of a Speech-based Composite Score for Remotely Quantifying Language Changes in Frontotemporal Dementia","year":2023,"lang":"en","type":"article","venue":"Cognitive and Behavioral Neurology","topic":"Dementia and Cognitive Impairment Research","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Frontotemporal dementia; Psychology; Affect (linguistics); Audiology; Reliability (semiconductor); Dementia; Disease; Medicine; Pathology","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":[0.002500401,0.0006789413,0.0006601328,0.001521062,0.0003429565,0.0007669777,0.0006056654,0.0005411268,0.001578607],"category_scores_gemma":[0.006848615,0.0001712066,0.0007457318,0.0004854574,0.0002843328,0.0006233714,0.0009614561,0.0007282503,0.0004389505],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005116442,"about_ca_system_score_gemma":0.0004853443,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001470956,"about_ca_topic_score_gemma":0.003406088,"domain_scores_codex":[0.9988762,0.0002710864,0.0001744039,0.0001367673,0.0004964271,0.00004513318],"domain_scores_gemma":[0.996503,0.000979537,0.0008934864,0.0002006939,0.001116424,0.0003069134],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00300576,0.0008687074,0.7880101,0.0003270456,0.0006189217,0.000307111,0.0007027985,0.002524131,0.01558837,0.0002214387,0.002332283,0.1854933],"study_design_scores_gemma":[0.0001517626,0.002255375,0.9827029,0.0000388378,0.0001796535,0.00105051,0.0002358411,0.007309327,0.004524053,0.0003176401,0.001176292,0.00005780119],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9875258,0.0001996964,0.008512069,0.00005511819,0.00003765853,0.0004522934,0.001144948,0.0001050062,0.001967382],"genre_scores_gemma":[0.9686438,0.000167745,0.02783797,0.00004539941,0.0000325664,0.00070228,0.001823252,0.00002381641,0.000723061],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002500401,"threshold_uncertainty_score":0.01322353,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1447893520015813,"score_gpt":0.4083707414231239,"score_spread":0.2635813894215425,"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."}}