{"id":"W2056828766","doi":"10.1016/j.jneuroling.2011.08.006","title":"Measures to evaluate the effects of DBS on speech production","year":2011,"lang":"en","type":"article","venue":"Journal of Neurolinguistics","topic":"Voice and Speech Disorders","field":"Medicine","cited_by":83,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"National Institute on Deafness and Other Communication Disorders","keywords":"Dysarthria; Intelligibility (philosophy); Speech production; Formant; Speech disorder; Audiology; Psychology; Computer science; Speech recognition; Vowel; Medicine","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.0004825384,0.00009217042,0.0002298548,0.0001302638,0.00003533233,0.000004803686,0.0001191894,0.00003469029,0.000009774963],"category_scores_gemma":[0.01247135,0.00005452333,0.0001060702,0.0001456862,0.00003625236,0.00001341341,0.00001408147,0.0002889681,0.00001194401],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001544042,"about_ca_system_score_gemma":0.00008382816,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007206701,"about_ca_topic_score_gemma":0.000003449166,"domain_scores_codex":[0.9988486,0.00007052793,0.0003302128,0.00008736074,0.0005418608,0.0001215082],"domain_scores_gemma":[0.9986171,0.0001183674,0.0001813679,0.0002261231,0.0007646275,0.00009243283],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0286124,0.009102336,0.05697007,0.003694733,0.002264657,0.04748444,0.03395391,0.00103015,0.4793457,0.002343667,0.1292125,0.2059854],"study_design_scores_gemma":[0.008859613,0.04775173,0.2128597,0.002848254,0.004790529,0.02169084,0.0007139441,0.0001892884,0.5831452,0.00968985,0.1067247,0.0007363575],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9916713,0.0001514485,0.0000749895,0.001208025,0.002154021,0.00027526,5.103205e-7,0.000007688774,0.004456792],"genre_scores_gemma":[0.9970517,0.0001243642,0.000694129,0.00105666,0.0009092462,9.641519e-7,1.360097e-7,0.00001619053,0.000146657],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.205249,"threshold_uncertainty_score":0.995847,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04932364759195717,"score_gpt":0.3072083453754311,"score_spread":0.2578846977834739,"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."}}