{"id":"W3135735031","doi":"","title":"Analysing the Benefit of Real-Time Digital Translation for ESL Learners in a Post-secondary Canadian Classroom","year":2021,"lang":"en","type":"article","venue":"World Academy of Science, Engineering and Technology, International Journal of Educational and Pedagogical Sciences","topic":"Subtitles and Audiovisual Media","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Mathematics education; Pedagogy; Computer science; Psychology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003402406,0.0004778461,0.0006370228,0.001416411,0.005427641,0.006456708,0.001531045,0.001258567,0.008549009],"category_scores_gemma":[0.01498975,0.0003156975,0.0002631329,0.002082106,0.0021096,0.001767228,0.002718317,0.001737074,0.002024081],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02170764,"about_ca_system_score_gemma":0.0432063,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7773654,"about_ca_topic_score_gemma":0.8665321,"domain_scores_codex":[0.9960572,0.0005774444,0.0001349723,0.0003759029,0.001677429,0.001177035],"domain_scores_gemma":[0.9877139,0.003095529,0.0008284503,0.000356336,0.005333814,0.002671976],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.002104129,0.003458288,0.1538,0.0009220172,0.00006774533,0.003357833,0.5752906,0.0008055879,0.01152702,0.00479836,0.01135652,0.2325119],"study_design_scores_gemma":[0.0001484008,0.001022682,0.3912285,0.0004670233,0.0001548811,0.0003318394,0.5544404,0.001418728,0.004968646,0.000767763,0.04487245,0.0001786907],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9841989,0.0001395107,0.00009469099,0.0006356916,0.000019797,0.0000545795,0.0001739528,0.0000413472,0.01464136],"genre_scores_gemma":[0.9905919,0.0001568794,0.0003397537,0.0001090435,0.000006686383,0.00002788853,0.0001099482,0.00002372035,0.008634106],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2226346,"threshold_uncertainty_score":0.4478914,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06473045091763459,"score_gpt":0.3281820029732479,"score_spread":0.2634515520556133,"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."}}