{"id":"W4393391983","doi":"10.5206/cie-eci.v53i1.15076","title":"What makes a “distinguished global scholar” in global education? : (Trans)formative experiences toward global mindedness","year":2024,"lang":"en","type":"article","venue":"Comparative and International Education","topic":"Global Education and Multiculturalism","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan; Western University","funders":"","keywords":"Formative assessment; Global education; Pedagogy; Epistemology; Psychology; Engineering ethics; Sociology; Political science; Philosophy; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0002978478,0.000205672,0.0001909927,0.00007259327,0.0003096439,0.001528401,0.0003553653,0.0001041061,0.0003663632],"category_scores_gemma":[0.0003631123,0.0001907305,0.0000700013,0.0007879629,0.0003274616,0.002649895,0.00004158449,0.0001514312,0.00007412362],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00141948,"about_ca_system_score_gemma":0.002329624,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003893677,"about_ca_topic_score_gemma":0.003309752,"domain_scores_codex":[0.998333,0.0001929732,0.0003693496,0.0004277793,0.0004115081,0.0002653528],"domain_scores_gemma":[0.9986981,0.00004912321,0.0000999991,0.0001004025,0.0008449744,0.0002073778],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00005416968,0.0008003135,0.01373009,0.00004709125,0.00007551705,0.000001581671,0.6403657,0.00001023213,0.000008641856,0.2216554,0.04023923,0.083012],"study_design_scores_gemma":[0.0001775284,0.00002172201,0.05635044,0.0003142874,0.00001507528,0.00001457326,0.6237559,0.0001865252,0.00001256456,0.008945473,0.3099666,0.0002392653],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.894666,0.007801963,0.00006553055,0.01235838,0.02108372,0.0004361653,0.00004959793,0.00007973348,0.06345894],"genre_scores_gemma":[0.9948544,0.0003463878,0.0005029266,0.0008383344,0.0005833693,0.0002415605,0.0001366963,0.000003206951,0.002493105],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2697274,"threshold_uncertainty_score":0.9995081,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07616904662233778,"score_gpt":0.4630211838495523,"score_spread":0.3868521372272146,"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."}}