{"id":"W2184914597","doi":"10.22215/etd/2012-07382","title":"Classification of speech evoked responses to English vowels","year":2012,"lang":"en","type":"dissertation","venue":"","topic":"Phonetics and Phonology Research","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University; Canadian Heritage; Library and Archives Canada","funders":"","keywords":"Linguistics; Speech recognition; Computer science; Humanities; Art; Philosophy","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":[0.0005241665,0.0002488611,0.0001647161,0.0007469395,0.0002086906,0.0006774899,0.0002109321,0.0004007067,0.003527425],"category_scores_gemma":[0.002040565,0.00007707272,0.0002517848,0.0003046784,0.000179065,0.0003062188,0.0003160124,0.000233541,0.001396962],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002015526,"about_ca_system_score_gemma":0.000179419,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008209445,"about_ca_topic_score_gemma":0.001070466,"domain_scores_codex":[0.9997014,0.00006947622,0.00003327994,0.00008029018,0.00006043981,0.00005504084],"domain_scores_gemma":[0.9989976,0.0004382147,0.00006716527,0.00006419176,0.0003019802,0.0001307706],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.002785574,0.000346613,0.04163565,0.0002992066,0.00005409806,0.0004268604,0.0007801348,0.0003053151,0.7178603,0.0006002046,0.00101702,0.2338891],"study_design_scores_gemma":[0.0001051038,0.001216576,0.8869745,0.0001320581,0.0001145221,0.001748132,0.001479672,0.01066483,0.09216136,0.0008507652,0.004494326,0.0000582408],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.979195,0.0004510735,0.0114187,0.0001125708,0.0001390952,0.0002307865,0.0008735437,0.0001298146,0.007449357],"genre_scores_gemma":[0.9860496,0.0002320333,0.00478245,0.00006258507,0.00003840337,0.0001198041,0.001145991,0.00003868008,0.007530376],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003527425,"threshold_uncertainty_score":0.01180041,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06780831668758963,"score_gpt":0.4123980324951998,"score_spread":0.3445897158076102,"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."}}