{"id":"W2105907210","doi":"10.1016/j.ijporl.2011.09.023","title":"Objective measurement of motor speech characteristics in the healthy pediatric population","year":2011,"lang":"en","type":"article","venue":"International Journal of Pediatric Otorhinolaryngology","topic":"Voice and Speech Disorders","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":false,"ca_institutions":"Hospital for Sick Children; University of Toronto","funders":"","keywords":"Medicine; Audiology; Normative; Formant; Population; Observational study; Vowel; Speech recognition","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":[],"consensus_categories":[],"category_scores_codex":[0.001237814,0.0001326542,0.0003718946,0.0007932929,0.00002287895,0.000007978886,0.0003984222,0.0001259393,0.00009898721],"category_scores_gemma":[0.000659893,0.00009695398,0.0001769737,0.0002722362,0.00002798466,0.000163652,0.00003390518,0.0004310214,0.000009804106],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001945318,"about_ca_system_score_gemma":0.0003098925,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003224417,"about_ca_topic_score_gemma":0.00004037442,"domain_scores_codex":[0.9975634,0.000171271,0.0009617867,0.0001357666,0.0009794642,0.0001883655],"domain_scores_gemma":[0.9977471,0.0001111653,0.0009051823,0.0001476798,0.00101731,0.00007157964],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001009771,0.0006861113,0.994989,0.0000430903,0.00008895791,0.0002444373,0.001238083,5.335842e-7,0.0001328223,0.0001690577,0.0003135224,0.001084551],"study_design_scores_gemma":[0.001629981,0.001048753,0.9958804,0.00001170907,0.0002028834,0.0004312674,0.000241507,0.00001129604,0.00005012055,0.0003376785,0.00007996406,0.00007443137],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9965348,0.0006466179,0.0001337341,0.0006635461,0.001245913,0.000264572,0.00001088889,0.000006120455,0.0004938539],"genre_scores_gemma":[0.9958456,0.001022306,0.0007214976,0.0004687981,0.001905945,0.000005060729,0.00000744871,0.00001261693,0.00001075288],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001010119,"threshold_uncertainty_score":0.3953668,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03963843879007174,"score_gpt":0.2913063829955564,"score_spread":0.2516679442054847,"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."}}