{"id":"W3006513331","doi":"","title":"Speech treatment for people with hereditary ataxia – a feasibility study","year":2019,"lang":"en","type":"article","venue":"Strathprints: The University of Strathclyde institutional repository (University of Strathclyde)","topic":"Genetic Neurodegenerative Diseases","field":"Neuroscience","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Dysarthria; Audiology; Psychology; Ataxia; Prosody; Intelligibility (philosophy); Affect (linguistics); Quality of life (healthcare); Speech disorder; Medicine; Speech recognition; Communication; Psychiatry; Computer science; Psychotherapist","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002158328,0.0004008884,0.0005763564,0.0001317702,0.00118092,0.00003556454,0.001092395,0.0001251017,0.0001790651],"category_scores_gemma":[0.00004345887,0.0003794529,0.0003560449,0.0004510994,0.001292652,0.0005348256,0.000175688,0.0002344736,0.00002920943],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000304912,"about_ca_system_score_gemma":0.001206741,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00133384,"about_ca_topic_score_gemma":0.001600911,"domain_scores_codex":[0.9971548,0.0003096137,0.0002967269,0.001049579,0.0007869516,0.0004023289],"domain_scores_gemma":[0.9977043,0.0003032892,0.0004308642,0.0009487786,0.0003968851,0.0002158557],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.01017868,0.01263773,0.147227,0.0005530543,0.0008870453,0.001714563,0.01078945,0.01550501,0.7776352,0.02120687,0.0003103554,0.001355032],"study_design_scores_gemma":[0.01419928,0.01205327,0.6603671,0.0002441703,0.0009987779,0.0004590686,0.0850599,0.001281679,0.222113,0.0008141394,0.00105641,0.001353175],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.990606,0.00004024454,0.0008356057,0.0001334722,0.0002319182,0.002579027,0.0004990748,0.00006786454,0.00500686],"genre_scores_gemma":[0.9968844,0.00002915604,0.001094394,0.00001323864,0.00004730613,0.000001067759,0.00001724924,0.00001640721,0.001896792],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5555222,"threshold_uncertainty_score":0.9998657,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0286515918187344,"score_gpt":0.2270042201445847,"score_spread":0.1983526283258503,"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."}}