{"id":"W3160700374","doi":"10.5539/elt.v14n6p25","title":"Insights into CEFR and Its Implementation through the Lens of Preservice English Teachers in Thailand","year":2021,"lang":"en","type":"article","venue":"English Language Teaching","topic":"Second Language Learning and Teaching","field":"Arts and Humanities","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychology; Likert scale; Context (archaeology); Curriculum; Mathematics education; Language proficiency; Communicative language teaching; Pedagogy; Qualitative property; Qualitative research; Language education; Sociology; Computer science","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":[0.0005024385,0.0001764572,0.0002300352,0.00008238485,0.0003686107,0.0002070672,0.0001917155,0.00005829739,0.0005484089],"category_scores_gemma":[0.0008680987,0.0001340757,0.00005973766,0.00006193532,0.00005745374,0.0007171998,0.0001248953,0.0007903295,0.000002570365],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003889385,"about_ca_system_score_gemma":0.00003577246,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.007213783,"about_ca_topic_score_gemma":0.02579771,"domain_scores_codex":[0.9983684,0.0005736472,0.000321575,0.0002912421,0.0002072414,0.000237928],"domain_scores_gemma":[0.9991285,0.0003673887,0.0001383208,0.0002641015,0.00006931229,0.0000323654],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000005175982,0.00003995501,0.0006516934,0.00005491252,0.00003966597,0.0000239495,0.9638978,0.00002359825,0.0008350602,0.02803366,0.0001310841,0.006263468],"study_design_scores_gemma":[0.0006830024,0.00003197461,0.0003059245,0.00009071282,0.00003314631,0.000001675198,0.9452803,0.00009371524,0.00130794,0.0002173485,0.05176376,0.0001905677],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9321398,0.007655128,0.000009810515,0.0001491714,0.0003716914,0.0001471031,0.000009192476,0.0001015762,0.05941659],"genre_scores_gemma":[0.9973018,0.00002852918,0.0001153819,0.0003745248,0.0009519034,0.0000153292,0.00007664875,0.00002968064,0.001106195],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06516207,"threshold_uncertainty_score":0.9993973,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01698853577764144,"score_gpt":0.2669126047040872,"score_spread":0.2499240689264458,"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."}}