{"id":"W2028665988","doi":"10.5539/ass.v9n17p144","title":"Initial Development and Validation of Multicultural Counseling Competencies Scale for Malaysian School Counselors","year":2013,"lang":"en","type":"article","venue":"Asian Social Science","topic":"Counseling Practices and Supervision","field":"Psychology","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Universiti Kebangsaan Malaysia","keywords":"Multiculturalism; Context (archaeology); Psychology; Kuala lumpur; Medical education; Applied psychology; Pedagogy; Medicine","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":[0.0006866599,0.0001002191,0.0001467902,0.00006900668,0.0006283708,0.0001435848,0.0001963496,0.00006753606,0.0002159023],"category_scores_gemma":[0.00009150255,0.00008743926,0.00003342513,0.000270853,0.0003880091,0.0005729583,0.00002739827,0.00008499607,0.00005152644],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003791344,"about_ca_system_score_gemma":0.0001188937,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002178431,"about_ca_topic_score_gemma":0.00002401066,"domain_scores_codex":[0.9987807,0.00003957208,0.0002688804,0.0002787564,0.0003429513,0.0002891294],"domain_scores_gemma":[0.999194,0.00009272866,0.0001312087,0.00009155458,0.0003896249,0.0001008602],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00006954718,0.0001344224,0.002439587,0.00004392552,0.00002538501,0.00000115164,0.1927837,0.000001967213,0.02389204,0.001533924,0.0008009635,0.7782733],"study_design_scores_gemma":[0.004198219,0.0005380198,0.5763378,0.0002131848,0.000130534,0.00005073456,0.3237415,0.001565944,0.02769807,0.00232189,0.06168396,0.001520171],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9884441,0.00009408983,0.0004908251,0.000565446,0.0003838438,0.0003779867,0.000005022788,0.00002716,0.009611559],"genre_scores_gemma":[0.9935803,0.00001156064,0.005977402,0.0001092794,0.0001147136,0.00005143884,0.000006668385,0.00000693926,0.0001417179],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7767532,"threshold_uncertainty_score":0.4832984,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03053856302425918,"score_gpt":0.3319114815756363,"score_spread":0.3013729185513771,"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."}}