{"id":"W2543916732","doi":"10.5539/ass.v12n12p197","title":"Student Attrition at Technical and Vocational Educational Training (TVET) Institutions: The Case of XCel Technical College in Malaysia","year":2016,"lang":"en","type":"article","venue":"Asian Social Science","topic":"Higher Education Research Studies","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Attrition; Vocational education; Reputation; Institution; Psychology; Medical education; Higher education; Incentive; Qualitative research; Pedagogy; Political science; Sociology; Medicine; Social science","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":[0.001915157,0.0004112169,0.0005555228,0.001133773,0.00876914,0.002946236,0.002300069,0.001911428,0.003183556],"category_scores_gemma":[0.003259438,0.0004337665,0.0005064732,0.00142242,0.002766366,0.00151308,0.004141346,0.003431968,0.0004872985],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005371761,"about_ca_system_score_gemma":0.005868406,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04896791,"about_ca_topic_score_gemma":0.07901169,"domain_scores_codex":[0.9977931,0.0007328297,0.0001161092,0.0001425629,0.0003024563,0.0009129511],"domain_scores_gemma":[0.99612,0.0007457715,0.001012521,0.00011954,0.0003221174,0.001679992],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0002749086,0.0007312768,0.392158,0.0004920303,0.00005158703,0.0823829,0.4678751,0.0006425221,0.001952947,0.003460354,0.004435211,0.04554322],"study_design_scores_gemma":[0.000009371227,0.000372509,0.133474,0.000433173,0.00002449495,0.01391221,0.8407437,0.0009693991,0.0006965115,0.0005103403,0.008782871,0.00007146029],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973743,0.0001314181,0.0001194201,0.001365648,0.00001072079,0.0000205905,0.00002566364,0.0000046876,0.0009476174],"genre_scores_gemma":[0.9968721,0.000319409,0.0001498234,0.0004063389,0.00001099795,0.00002133519,0.00002249717,0.000006506797,0.00219103],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04896791,"threshold_uncertainty_score":0.09736574,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07267790590004222,"score_gpt":0.4498777977846399,"score_spread":0.3771998918845977,"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."}}