{"id":"W4406748252","doi":"10.56855/jllans.v3i3.1315","title":"Global and Multicultural Education: A Necessity in the Globalization Era","year":2024,"lang":"en","type":"article","venue":"Journal of Literature Language and Academic Studies.","topic":"Global Education and Multiculturalism","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Globalization; Multiculturalism; Political science; Multicultural education; Engineering ethics; Sociology; Engineering; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005035136,0.000332733,0.0004362354,0.0007644027,0.00554978,0.01034549,0.0005524305,0.003062492,0.003697456],"category_scores_gemma":[0.004317297,0.0001524164,0.0002582794,0.00121995,0.01706012,0.01213053,0.008729805,0.005106055,0.0003546064],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002117101,"about_ca_system_score_gemma":0.008267316,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00159767,"about_ca_topic_score_gemma":0.003456723,"domain_scores_codex":[0.9971493,0.001689688,0.00007766487,0.0001533251,0.0004746727,0.000455416],"domain_scores_gemma":[0.9951113,0.002303105,0.0004086053,0.0004253092,0.0004640462,0.001287714],"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":[0.00002870703,0.0001368285,0.00685705,0.0007745286,0.00002139827,0.0009622255,0.1464093,0.0002117023,0.0009036717,0.570968,0.04192659,0.2308],"study_design_scores_gemma":[0.000008406117,0.00007749786,0.006030606,0.002095386,0.00001693389,0.0007220595,0.1658857,0.0001474769,0.0004201338,0.1822908,0.6422668,0.00003824783],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1153158,0.07777287,0.007704399,0.5995886,0.003231432,0.0000564909,0.00002539747,0.0001386686,0.1961664],"genre_scores_gemma":[0.8981981,0.03124997,0.005823999,0.04514351,0.001592928,0.00006180057,0.0000225037,0.0000668277,0.01784023],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01034549,"threshold_uncertainty_score":0.02662861,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02039495931225168,"score_gpt":0.4064236119593666,"score_spread":0.3860286526471149,"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."}}