{"id":"W2213464968","doi":"10.1016/j.sleep.2015.08.019","title":"Voice changes in prodromal Parkinson's disease: Is a new biomarker within earshot?","year":2015,"lang":"en","type":"letter","venue":"Sleep Medicine","topic":"Voice and Speech Disorders","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":false,"ca_institutions":"Montreal General Hospital; McGill University","funders":"","keywords":"Biomarker; Parkinson's disease; Disease; Medicine; Psychology; Internal medicine; Biology; Genetics","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":[0.00191336,0.0009407919,0.002383677,0.0009498594,0.001499994,0.002784393,0.001433108,0.02191345,0.002557657],"category_scores_gemma":[0.01144027,0.0004879304,0.001365279,0.0005740769,0.002365793,0.004483785,0.0008518801,0.0144994,0.001706249],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002267544,"about_ca_system_score_gemma":0.001726856,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003503652,"about_ca_topic_score_gemma":0.005799746,"domain_scores_codex":[0.9984762,0.0003530636,0.0003757809,0.0001936301,0.0003550287,0.0002462387],"domain_scores_gemma":[0.9939122,0.003819865,0.0004768899,0.0001819485,0.0009123377,0.0006967721],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"case_report","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001522648,0.0005881008,0.08450703,0.00101227,0.0003043999,0.4044327,0.001276076,0.0006647266,0.007123543,0.008788788,0.3510523,0.1387274],"study_design_scores_gemma":[0.001285926,0.001878619,0.060463,0.004447058,0.0008522664,0.5433347,0.005068171,0.007269699,0.004130942,0.04480621,0.3259128,0.0005505296],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.02947693,0.03613517,0.001680841,0.9015905,0.0165417,0.00006610628,0.000208902,0.0001271369,0.01417271],"genre_scores_gemma":[0.297848,0.03031626,0.004446772,0.4527102,0.2064828,0.0001413222,0.000248605,0.00006721755,0.007738814],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02191345,"threshold_uncertainty_score":0.01645225,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0447903174307502,"score_gpt":0.2982525994566175,"score_spread":0.2534622820258673,"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."}}