{"id":"W2297586170","doi":"","title":"A Model for Academic EOL Development for International Teachers and Students","year":2009,"lang":"en","type":"article","venue":"Society for Information Technology & Teacher Education International Conference","topic":"Educational Practices and Challenges","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Mathematics education; Pedagogy; Medical education; Computer science; Sociology; Psychology; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009765066,0.0001544653,0.0001323687,0.0002075847,0.0005715115,0.0002107605,0.0007525915,0.0003540677,0.00004215559],"category_scores_gemma":[0.0008890926,0.0001723977,0.0001285693,0.0001133323,0.000161038,0.001535023,0.00004742061,0.0002463384,0.000006097995],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004146412,"about_ca_system_score_gemma":0.001284585,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001320425,"about_ca_topic_score_gemma":0.00002640105,"domain_scores_codex":[0.9986216,0.00001262294,0.0004774654,0.0002367502,0.0003947134,0.0002568827],"domain_scores_gemma":[0.9975721,0.0001315957,0.0004168861,0.0001124666,0.001685186,0.00008171213],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005916363,0.0002933833,0.002316258,0.00002711897,0.0001657764,4.790814e-9,0.08407754,0.00002878547,0.00006204446,0.6437199,0.03281299,0.2364371],"study_design_scores_gemma":[0.001072902,0.00006725359,0.001701538,0.00005386062,0.00004658265,0.000001528222,0.1100509,0.01436477,0.00008825398,0.0948946,0.7773344,0.000323399],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1950252,0.0004905887,0.4179966,0.3619445,0.004562956,0.005434985,0.0002119202,0.0005877928,0.01374547],"genre_scores_gemma":[0.9110588,0.0005122014,0.07626142,0.002317218,0.0004711036,0.001931258,0.0005230377,0.00001082692,0.006914134],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7445214,"threshold_uncertainty_score":0.7030174,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07079584478884163,"score_gpt":0.4275696605984479,"score_spread":0.3567738158096063,"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."}}