{"id":"W2144885359","doi":"10.5539/elt.v7n7p131","title":"The Value and Attributes of an Effective Preparatory English Program: Perceptions of Saudi University Students","year":2014,"lang":"en","type":"article","venue":"English Language Teaching","topic":"Multilingual Education and Policy","field":"Social Sciences","cited_by":48,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychology; Preparatory school; Sample (material); Perception; Medical education; Scale (ratio); Mathematics education; Geography; Medicine; Primary education","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":[0.001989714,0.00006687987,0.0001171885,0.00004694184,0.0005529823,0.00004767109,0.0002659627,0.0000567056,0.00001545129],"category_scores_gemma":[0.003593613,0.00005741292,0.00004076939,0.0001001226,0.0002647398,0.0001736516,0.00005577383,0.0001858723,6.171569e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004864044,"about_ca_system_score_gemma":0.00005386617,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002602497,"about_ca_topic_score_gemma":0.001157642,"domain_scores_codex":[0.99819,0.001192058,0.0001138575,0.0001321908,0.0002183492,0.0001534849],"domain_scores_gemma":[0.9988735,0.0006356628,0.0001051576,0.0001726455,0.0001195859,0.00009343306],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000009454626,0.000149293,0.0213667,0.00001445677,0.00001764385,2.113693e-7,0.9172222,0.000006734867,0.0001067972,0.01065711,0.00004812504,0.05040127],"study_design_scores_gemma":[0.0004575524,0.0001453432,0.06007233,0.00004119909,0.00003982471,1.356691e-7,0.8876272,0.00009823657,0.0002029927,0.00005183675,0.05113322,0.0001301346],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.979296,0.00007020892,0.00001721458,0.00002088838,0.0002129195,0.0003338377,0.000009838175,0.00008759213,0.01995145],"genre_scores_gemma":[0.9987645,0.00001432591,0.0003703583,0.00001421918,0.0003951015,0.000004394019,0.000005807462,0.000005555486,0.0004257351],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05108509,"threshold_uncertainty_score":0.430215,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01133767197585804,"score_gpt":0.38993837418252,"score_spread":0.378600702206662,"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."}}