{"id":"W2277822424","doi":"","title":"Prosody in typical and clinical populations: Children and adults with hearing loss","year":2015,"lang":"en","type":"dissertation","venue":"ResearchSpace (University of Auckland)","topic":"Voice and Speech Disorders","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Prosody; Audiology; Hearing loss; Psychology; Medicine; Computer science; Speech recognition","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":[0.000356536,0.0001215192,0.0003979504,0.0002932539,0.00006962843,0.00001206279,0.00007689516,0.0002552413,0.00002292236],"category_scores_gemma":[0.0001398514,0.0001176284,0.00004174434,0.0002209618,0.0001911205,0.0001143574,0.00005324477,0.0005628135,0.000004792173],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004003808,"about_ca_system_score_gemma":0.000271486,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002447945,"about_ca_topic_score_gemma":0.03173257,"domain_scores_codex":[0.9988929,0.00007171715,0.0001176691,0.0003309612,0.0003812901,0.000205461],"domain_scores_gemma":[0.9992904,0.00004876373,0.00007797343,0.000174169,0.000180411,0.0002282819],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.009228631,0.0001772485,0.9792991,0.0003296627,0.00009070469,0.0001036659,0.001929655,7.785766e-7,0.000005438634,0.0000638241,0.0009220328,0.007849268],"study_design_scores_gemma":[0.004433977,0.0007191345,0.985442,0.000751562,0.00007920322,0.00002205988,0.008117047,0.0001175754,0.000001348533,0.00009950963,0.0001002794,0.0001163319],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9969539,0.0006234078,0.000003625556,0.001106202,0.00001522345,0.0005596586,0.00001313323,0.00001463563,0.0007101949],"genre_scores_gemma":[0.9931574,0.001844793,0.0007009974,0.000008067697,0.00002880481,4.204209e-7,0.0004860523,0.00001669468,0.003756773],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02928462,"threshold_uncertainty_score":0.9859358,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03966230788240904,"score_gpt":0.3547975170987691,"score_spread":0.3151352092163601,"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."}}