{"id":"W3217018279","doi":"10.18280/ts.380508","title":"Acoustic Analysis of Voice Signal of Patients with Unilateral Laryngeal Paralysis a View to Objective Evaluation after Rehabilitation","year":2021,"lang":"en","type":"article","venue":"Traitement du signal","topic":"Voice and Speech Disorders","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Rehabilitation; Audiology; Otorhinolaryngology; Laryngeal paralysis; Medicine; Acoustics; Paralysis; Perception; SIGNAL (programming language); Speech recognition; Psychology; Computer science; Surgery; Physical therapy; Physics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004258876,0.0001589744,0.0005483751,0.000403418,0.00002875178,0.000009124841,0.00005213098,0.00005275792,0.001728395],"category_scores_gemma":[0.00008712353,0.0001313387,0.0002309407,0.001553417,0.00005188134,0.0001236982,0.0000201786,0.00007569779,0.000005251857],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001126907,"about_ca_system_score_gemma":0.0001812469,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005538377,"about_ca_topic_score_gemma":0.0004182307,"domain_scores_codex":[0.9978466,0.000195051,0.0005071637,0.0003228348,0.0009455145,0.0001828035],"domain_scores_gemma":[0.9981179,0.0001431982,0.0001689434,0.0002185502,0.001254913,0.00009654682],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002768,0.00201399,0.9399945,0.0003814489,0.004429744,0.00001164521,0.006330267,0.02631246,0.008449313,0.00001339155,0.00007929196,0.009215954],"study_design_scores_gemma":[0.002538917,0.001622731,0.9755793,0.0001497973,0.009622992,4.04624e-7,0.0008640558,0.008272881,0.001151306,0.00002607677,0.00003507887,0.0001364853],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9950768,0.00008677541,0.00358677,0.0002958627,0.00001544231,0.000728716,0.00007336643,0.00001055475,0.0001257178],"genre_scores_gemma":[0.9975485,0.00000436434,0.001552291,0.0002766366,0.00001832114,0.0001098445,0.0004444056,0.00001286119,0.00003281494],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03558479,"threshold_uncertainty_score":0.9991841,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008775810513730782,"score_gpt":0.2652090326271685,"score_spread":0.2564332221134377,"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."}}