{"id":"W2121452694","doi":"10.5539/ass.v10n4p195","title":"The Direction of Generic Skills Courses at National University of Malaysia (UKM) towards Fulfilling Malaysian Qualifications Framework","year":2014,"lang":"en","type":"article","venue":"Asian Social Science","topic":"Education and Islamic Studies","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Universiti Kebangsaan Malaysia","keywords":"Teamwork; Human capital; Competition (biology); Soft skills; People skills; Position (finance); Vocational education; Unemployment; Skills management; Public relations; Business; Marketing; Management; Political science; Psychology; Pedagogy; Economic growth; Economics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003287422,0.0001597848,0.00009487961,0.0009188828,0.001074296,0.002740872,0.0003871446,0.000638385,0.002963626],"category_scores_gemma":[0.005764593,0.0001091246,0.0001235411,0.0007898592,0.0007634436,0.001288491,0.001033593,0.0009867634,0.0004984772],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003677565,"about_ca_system_score_gemma":0.0162122,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005838203,"about_ca_topic_score_gemma":0.01155317,"domain_scores_codex":[0.9978859,0.0006508825,0.0001553026,0.0001302491,0.0005945442,0.0005830767],"domain_scores_gemma":[0.9941497,0.0008922911,0.00101014,0.00019833,0.001587015,0.002162494],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001714692,0.001086867,0.2264313,0.001726065,0.00001860421,0.002426672,0.02525501,0.001317098,0.01438897,0.07929355,0.0263845,0.6215],"study_design_scores_gemma":[0.00002527414,0.0006777214,0.6545543,0.001393235,0.00001752758,0.0009941758,0.05145241,0.001198014,0.005656821,0.005884281,0.278085,0.00006126952],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8462328,0.001612472,0.005836183,0.01828308,0.0002314134,0.001012625,0.0003107138,0.00008353088,0.1263972],"genre_scores_gemma":[0.9707386,0.001024691,0.009591413,0.001206697,0.0000325944,0.0001527378,0.0001401693,0.0000100935,0.01710292],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005838203,"threshold_uncertainty_score":0.02668267,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02327320864958657,"score_gpt":0.3237396666789009,"score_spread":0.3004664580293144,"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."}}