{"id":"W1552386411","doi":"10.5430/ijhe.v3n1p71","title":"EFL College Students’ Perceptions of Classroom English Tests","year":2013,"lang":"en","type":"article","venue":"International Journal of Higher Education","topic":"EFL/ESL Teaching and Learning","field":"Arts and Humanities","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Likert scale; Nationality; Perception; Psychology; Test (biology); Mathematics education; Scale (ratio); Pedagogy; Medical education; Developmental psychology; Medicine; Immigration; Geography","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":[0.001255333,0.0002075015,0.0002493737,0.0006999513,0.0006993505,0.001975947,0.0002326735,0.0004054363,0.002819549],"category_scores_gemma":[0.005527896,0.0001646833,0.0001855453,0.000508477,0.0007344668,0.0006342476,0.0008096004,0.0007878588,0.0004011367],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004947265,"about_ca_system_score_gemma":0.0004383269,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005867796,"about_ca_topic_score_gemma":0.01056289,"domain_scores_codex":[0.9991065,0.0001866217,0.00009931367,0.00006543406,0.0003117204,0.0002303888],"domain_scores_gemma":[0.994664,0.001231334,0.001936921,0.0001539793,0.0008576725,0.001156239],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009233973,0.0004751637,0.9610894,0.00002995789,0.00001787806,0.0003499267,0.02092061,0.00006543997,0.002458929,0.0001314566,0.0002721965,0.01409673],"study_design_scores_gemma":[0.000005048456,0.0003424832,0.9371423,0.00002425892,0.000009829819,0.0001918182,0.06036265,0.00016865,0.0007011508,0.00006574417,0.000968357,0.00001780707],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994621,0.0000138089,0.00001092723,0.00002958686,0.000001281966,0.000001762974,0.000006146145,6.917809e-7,0.0004737071],"genre_scores_gemma":[0.9995875,0.00002529588,0.00001971054,0.00002223084,0.000001598294,0.000002450114,0.000013873,6.005945e-7,0.0003268687],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005867796,"threshold_uncertainty_score":0.01166731,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0183040409938151,"score_gpt":0.3193668412527192,"score_spread":0.3010628002589041,"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."}}