{"id":"W4310184971","doi":"10.3390/app122312159","title":"Arabic Emotional Voice Conversion Using English Pre-Trained StarGANv2-VC-Based Model","year":2022,"lang":"en","type":"article","venue":"Applied Sciences","topic":"Speech Recognition and Synthesis","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Moncton","funders":"King Saud University","keywords":"Prosody; Computer science; Speech recognition; Identity (music); Arabic; Natural language processing; Generative grammar; Artificial intelligence; Psychology; Linguistics","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":[0.0004004173,0.0006770526,0.000288122,0.0002747136,0.0001761507,0.0003666055,0.0004883019,0.0005053186,0.002140626],"category_scores_gemma":[0.0008323579,0.0001664543,0.000506832,0.00009874521,0.0002428794,0.0003481196,0.0003978225,0.000820749,0.0006980551],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003680956,"about_ca_system_score_gemma":0.0003633352,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004020723,"about_ca_topic_score_gemma":0.005600699,"domain_scores_codex":[0.9998626,0.00003454575,0.000005780975,0.00004249322,0.00003205299,0.00002251732],"domain_scores_gemma":[0.9997961,0.00009113721,0.00001046572,0.00001717547,0.00007408427,0.0000109893],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002191423,0.0001144126,0.0019449,0.00009903286,0.00009399665,0.0002472352,0.0001172677,0.7756637,0.02748936,0.002814827,0.004017808,0.1871783],"study_design_scores_gemma":[0.000003549616,0.00002971799,0.000242877,0.000005617211,0.000007487811,0.00002948605,0.000008113917,0.9953985,0.003434985,0.0003069489,0.0005274271,0.000005261786],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.243919,0.001429687,0.7326569,0.0005520258,0.0004370421,0.0001891128,0.0003809768,0.003703067,0.01673221],"genre_scores_gemma":[0.9205015,0.0002598282,0.06640752,0.00025596,0.0000454518,0.0001369551,0.0007359412,0.0001595746,0.01149728],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.004020723,"threshold_uncertainty_score":0.007994652,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04032839778466629,"score_gpt":0.2519690325844632,"score_spread":0.2116406347997969,"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."}}