{"id":"W6999300721","doi":"","title":"A common framework to evaluate Parkinson’s disease in voice and handwriting","year":2021,"lang":"en","type":"article","venue":"Acceda (Universidad de Las Palmas de Gran Canaria)","topic":"Voice and Speech Disorders","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"Natural Sciences and Engineering Research Council of Canada; European Commission","keywords":"Handwriting; Formant; Voice analysis; Kinematics","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.0003099713,0.0002003173,0.0003603684,0.0002632844,0.0001649175,0.00006972493,0.000150261,0.000164926,0.0001601884],"category_scores_gemma":[0.0004897231,0.0002425826,0.00009868899,0.0007797971,0.00005824081,0.000163111,0.0001139839,0.0004339265,0.00002334028],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003110179,"about_ca_system_score_gemma":0.0005761976,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002848545,"about_ca_topic_score_gemma":0.01153117,"domain_scores_codex":[0.9983354,0.0001430995,0.0001886952,0.0004490548,0.0003063836,0.0005773916],"domain_scores_gemma":[0.9985105,0.0002113943,0.00005120416,0.0004098295,0.0001010808,0.0007159436],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006322724,0.000156347,0.9695719,0.0001948399,0.000120879,0.005709726,0.003445964,0.0003020857,0.001433621,0.002860858,0.003502078,0.0120694],"study_design_scores_gemma":[0.003790144,0.0001640401,0.9350699,0.000762127,0.0003865466,0.0001183046,0.007994725,0.003770183,0.0003170787,0.005514359,0.04163771,0.0004748613],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9732088,0.0009244283,0.0007627742,0.0214167,0.00006087265,0.0003093026,0.00001788363,0.00006064961,0.003238553],"genre_scores_gemma":[0.9887469,0.0002243785,0.003464986,0.006756298,0.00008701358,0.00001420832,0.00003039739,0.00003464617,0.0006411534],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03813563,"threshold_uncertainty_score":0.9892233,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01968969350611941,"score_gpt":0.3060786892766711,"score_spread":0.2863889957705517,"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."}}