{"id":"W4206382515","doi":"10.1002/alz.052264","title":"Differential speech and language characteristics across neurodegenerative disorders","year":2021,"lang":"en","type":"article","venue":"Alzheimer s & Dementia","topic":"Dysphagia Assessment and Management","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Psychology; Frontotemporal dementia; Audiology; Disease; Speech production; Normative; Dementia; Medicine; Speech recognition; Computer science; 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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001465891,0.0002016256,0.0002399395,0.0000305032,0.0006201752,0.00005569256,0.0001277337,0.00008737312,0.002118257],"category_scores_gemma":[0.00002543808,0.0001925623,0.00005325499,0.0001210479,0.00005701488,0.0001445323,0.000511685,0.0002950007,0.0001685194],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006262354,"about_ca_system_score_gemma":0.00006126668,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008938611,"about_ca_topic_score_gemma":0.0005827107,"domain_scores_codex":[0.9982288,0.0002540017,0.0003608492,0.0004018839,0.0002183243,0.0005360832],"domain_scores_gemma":[0.9992661,0.0000822636,0.0001453643,0.0003152275,0.00007544282,0.0001156233],"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":[0.0001416073,0.0008592261,0.3828412,0.0001847,0.02624344,0.0003343165,0.02465815,0.000001596073,0.02572777,0.0149862,0.04493962,0.4790822],"study_design_scores_gemma":[0.003821116,0.0001499763,0.7582376,0.00008370739,0.01366199,0.000004777205,0.01402953,0.0005377224,0.01080271,0.0004870555,0.1971302,0.001053688],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9779405,0.008916254,0.001467781,0.001594095,0.002354917,0.0006772399,0.00008458448,0.0001305576,0.006834058],"genre_scores_gemma":[0.9960912,0.0004685377,0.0008707855,0.001154901,0.0002658674,0.00008225901,0.0002409079,0.00003486522,0.0007906496],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4780285,"threshold_uncertainty_score":0.998794,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03178800384377318,"score_gpt":0.3761778815139251,"score_spread":0.3443898776701519,"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."}}