{"id":"W253612476","doi":"","title":"Students Attitude in English and Vernacular Medium in Secondary Schools","year":2012,"lang":"en","type":"article","venue":"Researchers World – Journal of Arts Science & Commerce","topic":"EFL/ESL Teaching and Learning","field":"Arts and Humanities","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Vernacular; Psychology; Medium of instruction; Institution; Mathematics education; Social psychology; Pedagogy; Sociology; Social science; Literature; Art","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0007302444,0.0001882325,0.000241717,0.0006824674,0.0008446673,0.00158838,0.00017642,0.0004484348,0.00442042],"category_scores_gemma":[0.002419856,0.0001252522,0.0003412588,0.0003875572,0.0005470437,0.0004013756,0.0008064259,0.0008832125,0.000498615],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004349847,"about_ca_system_score_gemma":0.0004911866,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002420874,"about_ca_topic_score_gemma":0.004575104,"domain_scores_codex":[0.9992846,0.0001506464,0.00004948015,0.00006463634,0.0002998186,0.0001509502],"domain_scores_gemma":[0.9974547,0.0002861994,0.0008072092,0.00004708174,0.0004992402,0.0009054888],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001400867,0.0007975078,0.9506054,0.0001010612,0.00003478189,0.0005812435,0.03006993,0.00003393349,0.004418331,0.0002506841,0.0006179686,0.01234905],"study_design_scores_gemma":[0.000006531585,0.0005522982,0.9418325,0.00004482532,0.00001821523,0.000239667,0.05475546,0.00007664421,0.0006468462,0.00007703465,0.001737194,0.00001273059],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988222,0.00004762103,0.00001592943,0.00007357718,0.00001021421,0.00000624253,0.000008785949,0.000001241966,0.001014083],"genre_scores_gemma":[0.9988465,0.00005978102,0.00002230224,0.00006740671,0.000005174255,0.00000447736,0.00001229363,9.573572e-7,0.0009809796],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00442042,"threshold_uncertainty_score":0.01478779,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1040921841830493,"score_gpt":0.3772327121805875,"score_spread":0.2731405279975382,"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."}}