{"id":"W4244072673","doi":"10.1037/e711222007-001","title":"Multicultural Competence of University Service Providers in Working With Immigrant Students in Canada","year":2007,"lang":"en","type":"dataset","venue":"PsycEXTRA Dataset","topic":"International Student and Expatriate Challenges","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Multiculturalism; Immigration; Service provider; Competence (human resources); Cultural competence; Medical education; Pedagogy; Service (business); Sociology; Psychology; Political science; Medicine; Business; Social psychology; Marketing","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005605996,0.0001957779,0.0003079474,0.00017961,0.000101724,0.00003788945,0.001346592,0.0001143236,0.0001069064],"category_scores_gemma":[0.00003540102,0.0001786472,0.00002273857,0.000493441,0.0000908376,0.0001842965,0.0001488149,0.0003509797,0.000008611887],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001087553,"about_ca_system_score_gemma":0.000759468,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9982862,"about_ca_topic_score_gemma":0.9999359,"domain_scores_codex":[0.997725,0.0001754592,0.0002986655,0.0003395877,0.00108469,0.0003766712],"domain_scores_gemma":[0.9991584,0.0002134722,0.0002402273,0.0002236076,0.00008059317,0.0000837461],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004723436,0.0002270453,0.01031881,0.0001154714,0.0000711545,0.0006408039,0.00979608,0.00006783621,0.000001467127,0.00001190735,0.9782051,0.00007196881],"study_design_scores_gemma":[0.00102917,0.00002005437,0.01298289,0.0004176385,0.00002712252,0.000001286317,0.1235951,0.000003818682,0.000001498325,0.000001803828,0.8616339,0.0002857239],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.07574861,0.000130808,1.856749e-7,0.0003393895,0.0002052575,0.00035285,0.923189,0.000003710924,0.00003022219],"genre_scores_gemma":[0.101218,0.0004092489,0.00003127909,0.0001767262,0.00005377956,0.000001673652,0.8980971,0.000004588789,0.000007562824],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.1165712,"threshold_uncertainty_score":0.728502,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03606885998446439,"score_gpt":0.3061917460815564,"score_spread":0.270122886097092,"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."}}