{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001927069,0.0003498146,0.0005221066,0.002349189,0.000361406,0.0007758873,0.0002881086,0.0004315616,0.001122075],"category_scores_gemma":[0.004578804,0.0001335152,0.0004454807,0.0007834944,0.000425256,0.0004414866,0.0009483646,0.0001863457,0.0001690988],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002006472,"about_ca_system_score_gemma":0.0001349488,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001296967,"about_ca_topic_score_gemma":0.001781383,"domain_scores_codex":[0.9989778,0.0002469013,0.0002789675,0.0002875973,0.0001441882,0.00006449072],"domain_scores_gemma":[0.9962381,0.001746878,0.0008416796,0.0002671912,0.0007506725,0.0001554961],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009953703,0.00006642842,0.9751506,0.0002334686,0.0005349126,0.0004153989,0.002310038,0.00009628608,0.009704173,0.00004348778,0.000108656,0.01034114],"study_design_scores_gemma":[0.000007278542,0.0001557649,0.9973856,0.00002408122,0.0001114884,0.0004687141,0.0007113717,0.00005899436,0.0008856166,0.00004305325,0.0001434042,0.000004725541],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988674,0.0004847918,0.0001245124,0.000008369405,0.000005882364,0.00001094839,0.0002378279,0.000002509129,0.0002577982],"genre_scores_gemma":[0.9994069,0.0001036437,0.00008883246,0.00001023981,0.000005500182,0.00001703927,0.0002971679,0.000001817244,0.00006889868],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002349189,"threshold_uncertainty_score":0.01019138,"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."}}