{"id":"W1980921678","doi":"10.1075/pc.14.2.16kan","title":"Speech transformation solutions","year":2006,"lang":"en","type":"article","venue":"Pragmatics & Cognition","topic":"Speech Recognition and Synthesis","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Cape Breton University","funders":"","keywords":"Dictation; Computer science; Spotting; Speech recognition; Keyword spotting; Perception; Interface (matter); Distributive property; Transformation (genetics); Human–computer interaction; Multimedia; Artificial intelligence; Natural language processing","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003382012,0.0001164603,0.0001115219,0.0001723441,0.0002326363,0.0002000322,0.0002184719,0.00007133424,0.0001408241],"category_scores_gemma":[0.00005778749,0.0001194106,0.00007644513,0.0003571688,0.00002940557,0.0008556019,0.00002886683,0.0000944089,0.0007969294],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003715267,"about_ca_system_score_gemma":0.00003449855,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002772778,"about_ca_topic_score_gemma":0.00005136499,"domain_scores_codex":[0.9988587,0.00007294512,0.0003252376,0.0001792596,0.0003150807,0.0002487774],"domain_scores_gemma":[0.9993432,0.0001159448,0.00009968265,0.0002116793,0.0001785773,0.00005088555],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000006188012,0.0004509948,0.00002307569,0.00007147132,0.00002693831,0.00001537301,0.0004855282,0.00002914157,0.007611078,0.3224047,0.003917025,0.6649585],"study_design_scores_gemma":[0.001414401,0.0001021461,0.005673468,0.0001489551,0.0001153343,0.0002988777,0.000213343,0.2784843,0.05085349,0.6483649,0.01351523,0.0008155711],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.008961932,0.00002706367,0.8731203,0.001388863,0.0001844795,0.0002341957,0.00001129525,0.0003672773,0.1157046],"genre_scores_gemma":[0.8406129,0.00002351309,0.1586182,0.0003378927,0.0001053319,0.00005077245,0.00007831668,0.000009860954,0.0001632265],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.831651,"threshold_uncertainty_score":0.999981,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0223331473224711,"score_gpt":0.2342752848320863,"score_spread":0.2119421375096152,"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."}}