{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002203491,0.0004769269,0.000194907,0.0009539142,0.002205705,0.006098152,0.001806329,0.002035949,0.02221678],"category_scores_gemma":[0.003672303,0.0003223357,0.000589174,0.0006415142,0.002199121,0.005485738,0.004187613,0.001398466,0.005517321],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003437135,"about_ca_system_score_gemma":0.007668396,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0074758,"about_ca_topic_score_gemma":0.009455006,"domain_scores_codex":[0.9980546,0.000976869,0.0000789106,0.0002289141,0.0003618275,0.0002988681],"domain_scores_gemma":[0.9978003,0.0004805188,0.0001202684,0.00026685,0.0006573289,0.0006747131],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001159343,0.0007554445,0.006929662,0.0001514237,0.0000184003,0.0005844865,0.01256428,0.01028712,0.001749316,0.8289118,0.02420446,0.1137277],"study_design_scores_gemma":[0.0001888335,0.0005563013,0.003950122,0.0004013079,0.00005540297,0.0009730615,0.03008088,0.1240792,0.003991453,0.3695015,0.4660991,0.0001227767],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.04842532,0.0001300982,0.4188546,0.01514407,0.0002919557,0.0008680563,0.000454616,0.001942526,0.5138887],"genre_scores_gemma":[0.5885795,0.000174369,0.2729549,0.001052503,0.00003312777,0.001035463,0.0004370671,0.0002672377,0.1354659],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.02221678,"threshold_uncertainty_score":0.07432246,"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."}}