{"id":"W2023117950","doi":"10.5539/elt.v8n4p1","title":"Identifying Affirmative Beliefs about English Language Learning: Self-Perceptions of Thai Learners with Different Language Proficiency","year":2015,"lang":"en","type":"article","venue":"English Language Teaching","topic":"EFL/ESL Teaching and Learning","field":"Arts and Humanities","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychology; Language assessment; Vocabulary; Language proficiency; Context (archaeology); First language; Mathematics education; Foreign language; Perception; Test of English as a Foreign Language; Pedagogy; Linguistics","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":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.001615316,0.0004958779,0.0005906409,0.0003823521,0.0008302484,0.0004779599,0.0005106322,0.0001297323,0.0005181074],"category_scores_gemma":[0.001564568,0.0003930136,0.0001934106,0.0001276346,0.0002450756,0.0007755365,0.0001818045,0.00232061,0.0000375942],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001812235,"about_ca_system_score_gemma":0.00008246689,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00133717,"about_ca_topic_score_gemma":0.0006567413,"domain_scores_codex":[0.9964066,0.0009928984,0.0005482784,0.0005699256,0.0007844527,0.0006978634],"domain_scores_gemma":[0.9983201,0.0002945492,0.0004398435,0.0005156933,0.0001672483,0.000262592],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002679846,0.0002721398,0.005517625,0.000137075,0.0001156092,0.00005197572,0.9848974,0.0004234485,0.0005815082,0.004482914,0.0002167899,0.003276762],"study_design_scores_gemma":[0.001037697,0.0003294908,0.0003275772,0.000393665,0.0001112745,0.000006652746,0.993933,0.0003594797,0.0003360927,0.00001063936,0.002608997,0.0005453913],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9015079,0.001028092,0.0003611646,0.000033705,0.000609833,0.0003343663,0.00002378404,0.001366682,0.09473445],"genre_scores_gemma":[0.9871442,0.0000085819,0.000782946,0.00006443662,0.00196047,0.00004083838,0.0001563856,0.0001208258,0.009721347],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08563624,"threshold_uncertainty_score":0.9999811,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01727033311640793,"score_gpt":0.2647862312065541,"score_spread":0.2475158980901462,"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."}}