{"id":"W2008017385","doi":"10.5430/wjel.v4n2p1","title":"Where Next for EAP?","year":2014,"lang":"en","type":"article","venue":"World Journal of English Language","topic":"Second Language Learning and Teaching","field":"Arts and Humanities","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Variety (cybernetics); Competence (human resources); Globalization; Political science; Higher education; English language; Sociology; Public relations; Mathematics education; Psychology; Computer science; Management; Economics; Law; Artificial intelligence","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":[0.004013443,0.0004000339,0.0003287387,0.0007562995,0.01249779,0.01473025,0.001419562,0.005491511,0.06724484],"category_scores_gemma":[0.008048451,0.0002579545,0.0004924637,0.0009435613,0.005599669,0.0252201,0.01062785,0.01008424,0.01582115],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00389213,"about_ca_system_score_gemma":0.01347244,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005639328,"about_ca_topic_score_gemma":0.01217482,"domain_scores_codex":[0.9958795,0.001364703,0.0001104794,0.000505594,0.0005733705,0.001566177],"domain_scores_gemma":[0.9937285,0.000673592,0.0002366441,0.0002925246,0.00108044,0.003988152],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003705288,0.0001114947,0.003330684,0.0002824929,0.00001035716,0.001451426,0.0181988,0.00006299525,0.0003208163,0.2523744,0.5535363,0.1702833],"study_design_scores_gemma":[0.000002486218,0.00001853293,0.0009673588,0.0003599115,0.000002831795,0.0004762043,0.03486625,0.00003711437,0.0001179744,0.02758067,0.9355555,0.00001527007],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01226806,0.01105565,0.004522101,0.717078,0.01541297,0.0000376933,0.0001562074,0.0002765199,0.2391928],"genre_scores_gemma":[0.3766218,0.02143189,0.007587629,0.1606156,0.004578575,0.0001425906,0.0004133675,0.0007588388,0.4278497],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.06724484,"threshold_uncertainty_score":0.2249563,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01542245953008847,"score_gpt":0.2349673926626176,"score_spread":0.2195449331325291,"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."}}