{"id":"W2465327032","doi":"10.5539/jel.v5n3p258","title":"The Critical Multicultural Education Competencies of Preschool Teachers","year":2016,"lang":"en","type":"article","venue":"Journal of Education and Learning","topic":"Education and experiences of immigrants and refugees","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychology; Exploratory factor analysis; Scale (ratio); Reliability (semiconductor); Multiculturalism; Construct validity; Mathematics education; Validity; Multicultural education; Likert scale; Item analysis; Descriptive statistics; Construct (python library); Pedagogy; Psychometrics; Statistics; Mathematics; Developmental psychology; Geography; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006757734,0.00004014976,0.00007245233,0.00004400154,0.0005980604,0.0000687809,0.000106338,0.00003093772,0.00007367168],"category_scores_gemma":[0.003634692,0.00001858135,0.00004194475,0.00006896671,0.0003713239,0.0002730276,0.000006231653,0.0001206076,0.000002000169],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003009834,"about_ca_system_score_gemma":0.000710131,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001720896,"about_ca_topic_score_gemma":0.00005313236,"domain_scores_codex":[0.9992471,0.0002168297,0.0002170662,0.00004679825,0.0001787171,0.00009342755],"domain_scores_gemma":[0.9987054,0.0005639611,0.0002033072,0.00003645309,0.0003898471,0.0001010038],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002165629,0.0002833216,0.03049612,0.00001135582,0.00002002524,7.164551e-8,0.2185954,0.000001857482,0.003969917,0.02969301,0.006632058,0.7102752],"study_design_scores_gemma":[0.00006696832,0.00004343623,0.0291515,0.00008865364,0.000007682005,0.000004862631,0.3698458,9.706959e-7,0.00009932645,0.0001927361,0.6004609,0.00003713246],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9715821,0.002509995,0.00002177426,0.0210555,0.00165512,0.00004091256,1.150081e-7,0.000004032613,0.003130433],"genre_scores_gemma":[0.9908077,0.001100948,0.0004976202,0.00009342854,0.0004797824,0.000002346746,1.476071e-7,0.000002086732,0.007015967],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.710238,"threshold_uncertainty_score":0.4599858,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01265864194981035,"score_gpt":0.3555138889932581,"score_spread":0.3428552470434478,"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."}}