{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003483885,0.00002556267,0.00004307483,0.00009791684,0.0004373624,0.00003457023,0.00006489014,0.00002728575,0.000005391652],"category_scores_gemma":[0.00001610817,0.0000288405,0.000006232292,0.000538792,0.0006352487,0.0004415468,0.000003789905,0.00003313543,2.230382e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001132444,"about_ca_system_score_gemma":0.0006881276,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003756134,"about_ca_topic_score_gemma":0.0005973199,"domain_scores_codex":[0.9996032,0.00003396718,0.00006079811,0.00006844251,0.0001413571,0.00009224723],"domain_scores_gemma":[0.9998545,0.00001488777,0.00003156824,0.00001871797,0.00004008451,0.00004023676],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.000001919732,0.00002353916,0.001567928,0.000001919174,2.614443e-7,2.931706e-8,0.1608953,1.108715e-7,0.00004513771,0.7080226,0.00002121587,0.12942],"study_design_scores_gemma":[0.0000850791,0.00001596133,0.4533174,0.0000100063,0.000002070049,2.109463e-7,0.5320799,0.00001021133,0.00001442893,0.01310635,0.001308744,0.00004966314],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6010625,0.00002409313,0.00002547141,0.009960311,0.00006215198,0.00006620125,7.085636e-7,0.000006361022,0.3887922],"genre_scores_gemma":[0.9993587,0.00006120063,0.0001420216,0.0001278119,0.00002000755,4.097433e-7,5.013245e-7,5.626961e-7,0.0002888456],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6949162,"threshold_uncertainty_score":0.3363882,"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."}}