{"id":"W2089833380","doi":"10.5539/ass.v5n7p70","title":"A Study of Collaborative Learning among Malaysian Undergraduates","year":2009,"lang":"en","type":"article","venue":"Asian Social Science","topic":"Innovative Teaching and Learning Methods","field":"Psychology","cited_by":41,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Preference; Psychology; Feeling; Perception; Set (abstract data type); Collaborative learning; Mathematics education; Medical education; Social psychology; Computer science; 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":[0.002524787,0.0002865693,0.0004957885,0.001062809,0.002781541,0.002367791,0.0005075168,0.0006629318,0.001601085],"category_scores_gemma":[0.005398398,0.0003520164,0.0002530543,0.0008735508,0.001048751,0.001168116,0.001081588,0.000942633,0.0003312584],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009807368,"about_ca_system_score_gemma":0.001249696,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003642965,"about_ca_topic_score_gemma":0.007593844,"domain_scores_codex":[0.9983864,0.0006809931,0.0001037051,0.0001669815,0.0003927044,0.0002692305],"domain_scores_gemma":[0.9951457,0.001519767,0.0008306957,0.0001965807,0.0006819559,0.001625253],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.000267385,0.003269844,0.3089647,0.0002872044,0.00003036741,0.001622985,0.6336572,0.00005915183,0.006567917,0.0005469849,0.0004625145,0.04426387],"study_design_scores_gemma":[0.0000514809,0.004315545,0.2888809,0.0001459371,0.00003706157,0.002447382,0.6947879,0.0002582599,0.001349978,0.0001987149,0.007470901,0.00005597394],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992799,0.00008761818,0.00004917447,0.00003751597,0.000004048001,0.00001077636,0.000003663865,7.458636e-7,0.0005264819],"genre_scores_gemma":[0.9986879,0.0002260699,0.0001788716,0.0001161831,0.00001083217,0.00001641707,0.000008849667,9.513e-7,0.0007538365],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003642965,"threshold_uncertainty_score":0.01335251,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03265705723600002,"score_gpt":0.4022587850113322,"score_spread":0.3696017277753322,"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."}}