{"id":"W2142723890","doi":"10.5539/ies.v2n3p47","title":"A Qualitative Study of Postgraduate Students’ Learning Experiences in Malaysia","year":2009,"lang":"en","type":"article","venue":"International Education Studies","topic":"Evaluation of Teaching Practices","field":"Social Sciences","cited_by":40,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Coursework; Qualitative research; Psychology; Diversity (politics); Medical education; Narrative; Public university; Pedagogy; Higher education; Mathematics education; Sociology; Medicine; Political science; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002503782,0.00008204533,0.0001581239,0.0002729846,0.0002131576,0.00006443822,0.0003657194,0.00002245637,0.00007563927],"category_scores_gemma":[0.00602304,0.0000805782,0.00002866675,0.0002900339,0.0001145171,0.0005400496,0.00004303037,0.0001381286,0.00001438502],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001953242,"about_ca_system_score_gemma":0.0001870588,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001887847,"about_ca_topic_score_gemma":0.0006624842,"domain_scores_codex":[0.9973009,0.001022187,0.0003798718,0.0001972096,0.0009873988,0.0001124875],"domain_scores_gemma":[0.9977553,0.0005894214,0.0003563463,0.00007456809,0.001195385,0.00002896397],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0000231532,0.001223439,0.05475377,0.000001582483,0.00006358618,4.390421e-7,0.935407,0.00009738967,0.00001383081,0.003735874,0.0002639383,0.004416027],"study_design_scores_gemma":[0.0002524778,0.0001617648,0.05329397,0.00003778438,0.00001008452,2.314215e-7,0.9416269,0.00001040001,0.00001083811,0.002051503,0.002470517,0.00007351459],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.984273,0.0003415168,0.000008292584,0.008941251,0.00115907,0.0002431787,3.433775e-7,0.00002773828,0.005005625],"genre_scores_gemma":[0.9965791,0.0001371376,0.0003237626,0.0001506956,0.0001042682,0.0001001434,0.000002226367,0.000003289361,0.002599412],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01230608,"threshold_uncertainty_score":0.7210577,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.306006610941404,"score_gpt":0.6336128360103739,"score_spread":0.3276062250689699,"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."}}