{"id":"W2253376416","doi":"10.14288/1.0078339","title":"Negotiating the \"critical\" in a Canadian English for Academic Purposes program","year":2011,"lang":"en","type":"article","venue":"cIRcle (University of British Columbia)","topic":"Second Language Learning and Teaching","field":"Arts and Humanities","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Negotiation; Political science; Sociology; Public relations; Law","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002926058,0.00003242976,0.0001277945,0.00005012336,0.0005250437,0.0001569235,0.0002621873,0.00006406523,0.0005277584],"category_scores_gemma":[0.000283719,0.00008479128,0.00006530844,0.00004836307,0.0002994761,0.0002513601,0.00003005807,0.000291731,0.000004811787],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004474962,"about_ca_system_score_gemma":0.00008722285,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9776864,"about_ca_topic_score_gemma":0.9964049,"domain_scores_codex":[0.9992634,0.00005550252,0.00009389508,0.0001776399,0.00007548071,0.0003340683],"domain_scores_gemma":[0.9994904,0.0001279687,0.0000497939,0.0001140362,0.0001180262,0.00009970859],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.000005678851,0.00006874339,0.01348569,0.0000707686,0.00002532525,0.00007521523,0.1240449,0.000002472448,0.000001590015,0.001496584,0.002217849,0.8585051],"study_design_scores_gemma":[0.0007391861,0.0001797345,0.6627215,0.0002479384,0.00005596219,0.00001819393,0.2471393,0.000752242,1.556871e-7,0.000706989,0.0871397,0.0002991766],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9732453,0.0003252072,0.000009858102,0.00008223925,0.0002608916,0.0003387309,0.00008529657,0.00007670851,0.02557582],"genre_scores_gemma":[0.9984964,0.000009529566,0.0001850089,0.0001010108,0.0001370518,0.000004110374,0.00001127207,0.00001152472,0.00104408],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.858206,"threshold_uncertainty_score":0.5778584,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02638099368039374,"score_gpt":0.2027334561038195,"score_spread":0.1763524624234258,"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."}}