{"id":"W4281264523","doi":"10.5539/ies.v15n3p140","title":"Multicultural Competency Training Model for Digital Publicists","year":2022,"lang":"en","type":"article","venue":"International Education Studies","topic":"Education and Communication Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"King Mongkut's University of Technology North Bangkok","keywords":"Multiculturalism; Competence (human resources); Psychology; Sample (material); Multicultural education; Pedagogy; Social psychology","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.0003129908,0.00008934994,0.0001231369,0.0001213883,0.001885907,0.0001515086,0.0004659947,0.00001556114,0.0001753211],"category_scores_gemma":[0.001377396,0.00009188511,0.00007553945,0.0001650295,0.0001802973,0.0003950834,0.0001778059,0.0000973533,0.00001521399],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004153207,"about_ca_system_score_gemma":0.0008434525,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006013611,"about_ca_topic_score_gemma":0.0001377867,"domain_scores_codex":[0.9989206,0.00005982702,0.0002519416,0.0001842014,0.0004163227,0.0001671624],"domain_scores_gemma":[0.9974141,0.0003108537,0.0001556879,0.0001322538,0.001933256,0.00005383946],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002233349,0.0005222606,0.001819688,0.000007807144,0.0002628858,6.749399e-8,0.5115725,0.0009715855,0.00000990954,0.3126981,0.1374863,0.03462651],"study_design_scores_gemma":[0.0001344782,0.000007647235,0.0002183002,0.000004147528,0.000005711479,9.13505e-7,0.4338679,0.0009627322,6.974016e-7,0.005899544,0.5588068,0.00009103875],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1605715,0.01039102,0.005899457,0.4431055,0.03720103,0.002366243,0.0005806666,0.0008087524,0.3390759],"genre_scores_gemma":[0.9511082,0.0002013235,0.003487311,0.001577644,0.000299977,0.001347183,0.0001219117,0.000008497535,0.04184801],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7905366,"threshold_uncertainty_score":0.9994135,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2919228030958999,"score_gpt":0.4933497311508769,"score_spread":0.201426928054977,"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."}}