{"id":"W4362519197","doi":"10.24908/iqurcp16343","title":"Approaches to International Education","year":2023,"lang":"en","type":"article","venue":"Inquiry Queen s Undergraduate Research Conference Proceedings","topic":"Global Education and Multiculturalism","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Curriculum; Government (linguistics); Ideology; Perspective (graphical); Multiculturalism; Pedagogy; Quality (philosophy); Control (management); Teacher education; Political science; Affect (linguistics); Sociology; Mathematics education; Public relations; Psychology; Politics; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.005532858,0.0006460063,0.0004047621,0.002593494,0.009022896,0.01159079,0.001331726,0.001349266,0.01397677],"category_scores_gemma":[0.006204658,0.0001742018,0.000563772,0.003777116,0.01710363,0.005786254,0.009679792,0.005267404,0.001057299],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01775499,"about_ca_system_score_gemma":0.02315236,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05330342,"about_ca_topic_score_gemma":0.1066364,"domain_scores_codex":[0.993205,0.003619441,0.0002036315,0.0007175332,0.0008045431,0.001449894],"domain_scores_gemma":[0.995946,0.001075676,0.0003246877,0.0008947832,0.0008241093,0.0009347965],"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":[0.000009346892,0.00004056691,0.001393252,0.00007657952,0.000005608838,0.00007611723,0.03326667,0.0001859577,0.00007718455,0.9270269,0.005238258,0.03260349],"study_design_scores_gemma":[0.000006640863,0.0000387787,0.002973573,0.0004603287,0.00001422258,0.0002364048,0.05629345,0.0002168758,0.0002193465,0.09623383,0.8432909,0.00001566966],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01023629,0.002118964,0.003970611,0.005400683,0.0003028905,0.00005276932,0.00003273692,0.00003018047,0.977855],"genre_scores_gemma":[0.7757312,0.006561287,0.01314685,0.003809893,0.0002421404,0.0003173667,0.0001855571,0.0001330146,0.1998727],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.05330342,"threshold_uncertainty_score":0.1288221,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4541589714841581,"score_gpt":0.4776114884294994,"score_spread":0.02345251694534128,"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."}}