{"id":"W2218830615","doi":"10.5539/ies.v8n11p204","title":"SoSTeM Model Development for Application of Soft Skills to Engineering Students at Malaysian Polytechnics","year":2015,"lang":"en","type":"article","venue":"International Education Studies","topic":"Higher Education and Employability","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Soft skills; Process (computing); Class (philosophy); Engineering education; Skills management; Mathematics education; Teaching method; Psychology; Medical education; Engineering; Pedagogy; Computer science; Engineering management; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00109899,0.0006049423,0.0002640349,0.0009932464,0.0005475401,0.001327395,0.001091672,0.0006298946,0.00900479],"category_scores_gemma":[0.002154693,0.0003006221,0.00109156,0.0004731644,0.0002747102,0.0007544826,0.0008855277,0.0007256258,0.001105709],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001767819,"about_ca_system_score_gemma":0.00391692,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03361341,"about_ca_topic_score_gemma":0.03524204,"domain_scores_codex":[0.9995469,0.0001672072,0.00003506207,0.00005980549,0.0001317988,0.00005919075],"domain_scores_gemma":[0.9990891,0.0004268122,0.00007130286,0.0000372232,0.0003342027,0.00004129102],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0005249936,0.001016747,0.0650809,0.001002228,0.00016283,0.0009116125,0.003689248,0.7127934,0.006163866,0.07016984,0.009019182,0.1294652],"study_design_scores_gemma":[0.00004048199,0.0002057339,0.006383307,0.0001546194,0.00005420644,0.00007097306,0.001078919,0.9717814,0.002001565,0.004539587,0.0136665,0.00002262144],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4505219,0.0003549803,0.4215403,0.001609952,0.000173497,0.002104437,0.003549314,0.002310674,0.1178349],"genre_scores_gemma":[0.8643414,0.0003729191,0.1097012,0.00007368972,0.0000140979,0.001626347,0.002652322,0.00009878348,0.02111933],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03361341,"threshold_uncertainty_score":0.06683552,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07372194940985294,"score_gpt":0.4499470050288776,"score_spread":0.3762250556190247,"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."}}