{"id":"W1652537915","doi":"","title":"Vietnamese EFL learners’ Difficulties with English consonants","year":2011,"lang":"en","type":"article","venue":"Studies in literature and language","topic":"Phonetics and Phonology Research","field":"Psychology","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Vietnamese; Psychology; Linguistics; Consonant; Mathematics education; Vowel","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006144746,0.0003773426,0.0005114848,0.0007410605,0.001132495,0.001611561,0.0002867105,0.0004885966,0.004629957],"category_scores_gemma":[0.002561366,0.0003158332,0.000143951,0.0005943425,0.0008830329,0.0009277977,0.0008038197,0.0006534742,0.0006838881],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003568812,"about_ca_system_score_gemma":0.0007302987,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008214991,"about_ca_topic_score_gemma":0.009953287,"domain_scores_codex":[0.9995745,0.00007767991,0.00005361317,0.00006176572,0.0001143259,0.0001181881],"domain_scores_gemma":[0.9984224,0.0003382712,0.000516143,0.00005323141,0.000401179,0.0002687436],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001287523,0.0007497561,0.6438376,0.0002816286,0.00002378283,0.01008939,0.2881293,0.0001201194,0.01696112,0.0005251213,0.000805079,0.03834844],"study_design_scores_gemma":[0.0000151197,0.0007105937,0.5262548,0.0001779317,0.00002652433,0.01085927,0.4516333,0.0002336659,0.002862199,0.0004842132,0.006704014,0.00003843331],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991143,0.00007463029,0.00001723821,0.00004375296,0.000002749313,0.00000286359,0.00001212598,0.000001284188,0.0007309072],"genre_scores_gemma":[0.9986462,0.0001616483,0.00006642761,0.0000378426,0.000002624053,0.000005287484,0.00002298612,0.000002033241,0.001055028],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008214991,"threshold_uncertainty_score":0.01633435,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04298413657042058,"score_gpt":0.3500153623976909,"score_spread":0.3070312258272703,"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."}}