{"id":"W4396693326","doi":"10.11647/obp.0371.18","title":"18. Elevated Speech and Song","year":2024,"lang":"en","type":"book-chapter","venue":"Open Book Publishers","topic":"Historical Linguistics and Language Studies","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Communication; Speech recognition; Psychology; Computer science","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":[0.0001837953,0.0004007474,0.0001885904,0.0008082341,0.001973634,0.003840524,0.0003094321,0.0006224206,0.03472671],"category_scores_gemma":[0.0003707989,0.0001081993,0.0001569979,0.0006071251,0.003370322,0.001700606,0.001639268,0.001062291,0.01030977],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001091618,"about_ca_system_score_gemma":0.0006387569,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002749318,"about_ca_topic_score_gemma":0.004340108,"domain_scores_codex":[0.9996996,0.00007742934,0.00001323916,0.00005822048,0.0001011187,0.00005041399],"domain_scores_gemma":[0.9998865,0.00003198548,0.00001103565,0.00001513951,0.00002991899,0.00002535976],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004259857,0.00002467441,0.0004059217,0.0001993983,0.000003180377,0.0003603172,0.0229082,0.00009681645,0.001742537,0.841607,0.03884825,0.09376113],"study_design_scores_gemma":[0.000003303206,0.00002210363,0.001030182,0.0001587981,0.000002430828,0.0003056403,0.003475984,0.00005111948,0.0004073143,0.01299188,0.9815471,0.000004164008],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.007272695,0.005902836,0.0008791023,0.0008179979,0.0005642321,0.000009285888,0.00005810919,0.00005794909,0.9844378],"genre_scores_gemma":[0.2226949,0.006281185,0.00101938,0.0008733937,0.001105132,0.00003882349,0.0001597923,0.0001308049,0.7676966],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.03472671,"threshold_uncertainty_score":0.1161724,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04200063883233469,"score_gpt":0.250363353972663,"score_spread":0.2083627151403283,"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."}}