{"id":"W1756660384","doi":"","title":"Can Syllabicating Transliterated Arabic Road Signs Improve their Pronunciation by Non-Native Speakers of Arabic?","year":2013,"lang":"en","type":"article","venue":"Journal of academic and applied studies","topic":"Safety Warnings and Signage","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pronunciation; Arabic; Psychology; Linguistics; Test (biology); Kappa; Likert scale; Natural language processing; Computer science; Speech recognition; Developmental psychology; Philosophy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005198497,0.0002141492,0.0005817534,0.0001017654,0.0001164593,0.00001307537,0.0001597531,0.0001754027,0.00003366315],"category_scores_gemma":[0.00006507426,0.0001461493,0.00008265832,0.0001812108,0.0001805619,0.000123977,0.00002780994,0.0007073166,0.000003614618],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004427099,"about_ca_system_score_gemma":0.00003193078,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002843156,"about_ca_topic_score_gemma":9.256221e-7,"domain_scores_codex":[0.9984451,0.00006599214,0.0008096967,0.000209148,0.0002031874,0.0002668659],"domain_scores_gemma":[0.9982967,0.0002261439,0.001070418,0.00008570385,0.0002379083,0.0000830934],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002114445,0.00007919216,0.00259486,0.00008475164,0.001043705,0.000001715882,0.1043708,0.00002362039,0.8255759,0.0005709707,0.00477485,0.06066826],"study_design_scores_gemma":[0.01662043,0.004396398,0.2395767,0.001335478,0.001138974,0.0001367514,0.5453845,0.0006389691,0.1646542,0.01903872,0.00477792,0.002300948],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9888843,0.006077888,0.0003866458,0.0016484,0.0001615292,0.0004419874,0.00001976174,0.00001128385,0.00236824],"genre_scores_gemma":[0.9983728,0.0008134539,0.0001429425,0.0002185545,0.0001721572,0.0000384359,0.000002269074,0.00001777094,0.0002215939],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6609216,"threshold_uncertainty_score":0.5959797,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02110564253311142,"score_gpt":0.2926333831976706,"score_spread":0.2715277406645591,"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."}}