{"id":"W3196337184","doi":"10.1111/ene.15099","title":"Automated speech analysis in early untreated Parkinson's disease: Relation to gender and dopaminergic transporter imaging","year":2021,"lang":"en","type":"article","venue":"European Journal of Neurology","topic":"Voice and Speech Disorders","field":"Medicine","cited_by":64,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Dopamine transporter; Medicine; Audiology; Prosody; Dopaminergic; Phonation; Parkinson's disease; Speech disorder; Disease; Internal medicine; Dopamine","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":[],"consensus_categories":[],"category_scores_codex":[0.0003118621,0.0001166802,0.0003173146,0.0005418307,0.00002440801,0.00001827447,0.00005958484,0.00001996214,0.00007220687],"category_scores_gemma":[0.0000836015,0.0001029877,0.0001180777,0.0007306301,0.00003100542,0.00008946634,0.00001688401,0.0002743647,0.000012402],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001019947,"about_ca_system_score_gemma":0.00004618884,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005345579,"about_ca_topic_score_gemma":0.00001018424,"domain_scores_codex":[0.998607,0.0003930069,0.0004260302,0.0002182756,0.0001676118,0.00018811],"domain_scores_gemma":[0.9993272,0.0000356591,0.0001260342,0.0001535829,0.0001268041,0.0002307238],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006177906,0.0000963807,0.9500097,0.00001342421,0.0001573568,0.04299578,0.0004187923,0.0007978239,0.00274617,0.000004541193,0.0002960306,0.001846213],"study_design_scores_gemma":[0.001650101,0.0002172762,0.991313,0.00001707623,0.0006305159,0.0007307267,0.00003710409,0.001730505,0.00003932953,0.000008169575,0.003547115,0.00007901698],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9931179,0.0005780827,0.0002588228,0.004975097,0.00006858842,0.00006000438,0.000002699233,0.00003205064,0.0009067741],"genre_scores_gemma":[0.9968932,0.0001317319,0.0002896942,0.002509031,0.00005946769,2.750127e-7,0.00001306334,0.00002307905,0.00008046794],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04226505,"threshold_uncertainty_score":0.4199716,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01222604068775774,"score_gpt":0.2471996811027224,"score_spread":0.2349736404149646,"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."}}