{"id":"W2124870858","doi":"10.5539/ass.v5n12p87","title":"Education and Transformation of Underachievers in Colleges and Universities","year":2009,"lang":"en","type":"article","venue":"Asian Social Science","topic":"Education and Work Dynamics","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Variety (cybernetics); Quality (philosophy); Task (project management); Higher education; Psychology; Power (physics); Pedagogy; Mathematics education; Transformation (genetics); Political science; Sociology; Public relations; Medical education; Management; Computer science; Law; Medicine; 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":[0.001032953,0.0001478245,0.0002349904,0.0009649015,0.006163092,0.003438009,0.0005127484,0.0006882219,0.005732369],"category_scores_gemma":[0.002593694,0.0001052605,0.0001821579,0.0007472097,0.003542058,0.001745948,0.00577963,0.001429547,0.0005628043],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001657211,"about_ca_system_score_gemma":0.003743885,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007317442,"about_ca_topic_score_gemma":0.0154232,"domain_scores_codex":[0.998072,0.0005181293,0.00005185579,0.0001185929,0.000206335,0.00103308],"domain_scores_gemma":[0.9970387,0.0001389718,0.000456769,0.0001011186,0.00023761,0.002026799],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001676228,0.0009297695,0.460646,0.0001373478,0.00002415572,0.003064758,0.3078252,0.0003610791,0.004663845,0.06888643,0.01030703,0.1429868],"study_design_scores_gemma":[0.00001632406,0.0002958914,0.3680234,0.0001588286,0.00001086976,0.00077411,0.5216269,0.0006106877,0.001253029,0.01619102,0.09097626,0.00006269313],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9845881,0.0002342663,0.0001724555,0.002779519,0.00003922381,0.00001386319,0.0000142798,0.000009648332,0.01214861],"genre_scores_gemma":[0.9963958,0.0001214372,0.00006909509,0.0002161955,0.00001019899,0.000003167073,0.000009166694,0.0000022427,0.003172755],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007317442,"threshold_uncertainty_score":0.01917666,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007696472293919463,"score_gpt":0.3046746981422152,"score_spread":0.2969782258482958,"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."}}