{"id":"W4281909621","doi":"10.3390/app12115623","title":"A Situational Analysis of Current Speech-Synthesis Systems for Child Voices: A Scoping Review of Qualitative and Quantitative Evidence","year":2022,"lang":"en","type":"review","venue":"Applied Sciences","topic":"Assistive Technology in Communication and Mobility","field":"Health Professions","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Intelligibility (philosophy); Computer science; Speech synthesis; Speech recognition; Variety (cybernetics); Speech processing; Speech technology; Psychology; Artificial intelligence","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":[],"consensus_categories":[],"category_scores_codex":[0.01287836,0.0002269731,0.002450984,0.0006109427,0.0009287819,0.000005830238,0.0008467212,0.0001319943,0.0001840904],"category_scores_gemma":[0.006336936,0.0001705552,0.0003269901,0.002612182,0.001183509,0.00007670244,0.0003969135,0.0004575286,0.000002981195],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001332975,"about_ca_system_score_gemma":0.001345971,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006429249,"about_ca_topic_score_gemma":0.00008552515,"domain_scores_codex":[0.994537,0.002432587,0.001730488,0.0005597525,0.0005161215,0.0002240648],"domain_scores_gemma":[0.958144,0.03776557,0.003230614,0.000540632,0.0002756188,0.00004355192],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00001439561,0.0001156487,0.0000940457,0.6959785,0.0008518207,5.640505e-8,0.003290586,0.000003251139,4.623504e-7,0.1016471,0.0001822087,0.1978219],"study_design_scores_gemma":[0.00008755731,0.0001004566,0.00003936433,0.8757154,0.005838663,4.957759e-7,0.01525582,0.0001154748,5.71836e-7,0.0003169129,0.1022171,0.000312276],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00001297998,0.9916436,0.001646978,0.00009664945,0.0001028788,0.00504327,0.0004090797,0.000024754,0.001019791],"genre_scores_gemma":[0.0002198816,0.9905377,0.00198632,0.00003957169,0.000009720518,0.007132316,0.00005943331,0.000008076189,0.000006977009],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.1975096,"threshold_uncertainty_score":0.7586362,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6569196752813745,"score_gpt":0.6384745691048995,"score_spread":0.01844510617647499,"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."}}