{"id":"W1990659162","doi":"10.5539/ijel.v5n1p22","title":"Evaluating Saudi University Students’ Beliefs about Learning English","year":2015,"lang":"en","type":"article","venue":"International Journal of English Linguistics","topic":"EFL/ESL Teaching and Learning","field":"Arts and Humanities","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychology; Aptitude; Statement (logic); Mathematics education; Foreign language; Social psychology; Medical education; Developmental psychology; Linguistics; Medicine","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.001926424,0.0001397902,0.0002112977,0.0002348509,0.0002247424,0.0003910294,0.0006825351,0.00005378268,0.0002378008],"category_scores_gemma":[0.1216984,0.0001393885,0.000128997,0.00003565786,0.00009971886,0.0001549408,0.0001402,0.0009140797,0.00001657831],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002313521,"about_ca_system_score_gemma":0.0001773838,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000546304,"about_ca_topic_score_gemma":0.00002745934,"domain_scores_codex":[0.9978602,0.000234813,0.0004421108,0.0001360382,0.001142569,0.0001842764],"domain_scores_gemma":[0.9679934,0.0003308952,0.0005920061,0.00008793597,0.03083732,0.0001584242],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005468389,0.0006836316,0.07383645,0.00004268458,0.001267328,0.0004718574,0.6391794,0.03942641,0.000007973442,0.188801,0.04770053,0.008035867],"study_design_scores_gemma":[0.001263882,0.0002726702,0.0002839055,0.0001622521,0.00006274676,0.000001594459,0.02969949,0.0003193603,0.000006596814,0.0003431918,0.9674288,0.0001555171],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4093831,0.0004993936,0.000281176,0.00004593976,0.06565736,0.00008853139,0.00002139743,0.0001755097,0.5238476],"genre_scores_gemma":[0.9446737,0.0000360444,0.0009730186,0.00007744868,0.04851373,1.771249e-7,0.00001251233,0.0000238051,0.005689542],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9197283,"threshold_uncertainty_score":0.8856999,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06788854232200428,"score_gpt":0.3388190205305017,"score_spread":0.2709304782084975,"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."}}