{"id":"W185899887","doi":"","title":"Learning business English in virtual worlds : effectiveness and acceptance in a Malaysian context : a thesis submitted in partial fulfilment of the requirements for the degree of Doctor of Philosophy in Management Information Systems at Massey University, Palmerston North","year":2013,"lang":"en","type":"dissertation","venue":"Massey Research Online (Massey University)","topic":"EFL/ESL Teaching and Learning","field":"Arts and Humanities","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Universiti Kebangsaan Malaysia; Massey University; Athabasca University","keywords":"Degree (music); Context (archaeology); Knowledge management; Psychology; Sociology; Computer science; Geography","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.003815476,0.0002497252,0.0003841126,0.0005819128,0.0009132287,0.004193547,0.000419099,0.0004344002,0.003180739],"category_scores_gemma":[0.009136458,0.0002380761,0.0004046849,0.0004768896,0.0007846498,0.001562709,0.001455064,0.001026919,0.0005630629],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001034557,"about_ca_system_score_gemma":0.001243374,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003978965,"about_ca_topic_score_gemma":0.004875397,"domain_scores_codex":[0.9978709,0.000787566,0.0001351508,0.0001556101,0.0007029389,0.0003478757],"domain_scores_gemma":[0.9925749,0.003550029,0.001028498,0.0001780859,0.001285061,0.001383333],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004167451,0.002772504,0.6045164,0.0007395116,0.00008676407,0.0006886922,0.2186253,0.0003528504,0.003132919,0.00167979,0.00320145,0.1637871],"study_design_scores_gemma":[0.00001836745,0.00182377,0.831757,0.0004590685,0.00005065301,0.0003535512,0.1554227,0.001311072,0.0011246,0.0002738659,0.007344399,0.00006095369],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9965063,0.0001352777,0.0000923348,0.0002683568,0.000009090817,0.00003039224,0.00002152768,0.000002148446,0.002934485],"genre_scores_gemma":[0.9973928,0.0005052874,0.000272874,0.00006780131,0.000007055524,0.00005466803,0.0000288807,0.000003775138,0.001666823],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004193547,"threshold_uncertainty_score":0.02017838,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06987869412185242,"score_gpt":0.2758509735971961,"score_spread":0.2059722794753436,"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."}}