{"id":"W7144191065","doi":"10.71465/ajainn688","title":"AI and Neural Networks for Real-Time Translation Services","year":2025,"lang":"","type":"article","venue":"American Journal of Artificial Intelligence and Neural Networks","topic":"Translation Studies and Practices","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Machine translation; Translation (biology); Artificial neural network; Speech translation; Applications of artificial intelligence; Deep neural networks","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006718053,0.0004212082,0.0008751916,0.0002332746,0.001108775,0.0008906133,0.0002323049,0.000117775,0.0001066219],"category_scores_gemma":[0.00001103791,0.0003618655,0.000279009,0.0003098779,0.001119452,0.001001336,0.00004584816,0.0006283734,7.724009e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001575144,"about_ca_system_score_gemma":0.00003379508,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003556563,"about_ca_topic_score_gemma":0.0005887412,"domain_scores_codex":[0.9971354,0.000257388,0.001452643,0.0003951669,0.0002214827,0.0005379055],"domain_scores_gemma":[0.9966759,0.001490964,0.001082656,0.0001539225,0.0004076253,0.0001889018],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.002197282,0.00008137886,0.0002611534,0.000076193,0.0003047428,0.000007971453,0.00406853,0.05634276,0.00002104547,0.004182373,0.0001847365,0.9322718],"study_design_scores_gemma":[0.0001701533,0.001938258,0.0001236386,0.0002239049,0.0006249474,0.00002620581,0.007674883,0.9700956,0.00002014733,0.001889218,0.01685535,0.0003577127],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3734564,0.1196407,0.4342597,0.05793308,0.009568299,0.002448691,0.0001387864,0.0001293351,0.002425007],"genre_scores_gemma":[0.9702672,0.02539497,0.0002372489,0.002035608,0.001936584,0.000007353145,0.000007881888,0.00002831088,0.0000848121],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9319142,"threshold_uncertainty_score":0.9998834,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04265420622213578,"score_gpt":0.3131769933266436,"score_spread":0.2705227871045078,"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."}}