{"id":"W2771906454","doi":"10.5539/elt.v11n2p1","title":"Perceptions of EFL College Students toward Collaborative Learning","year":2017,"lang":"en","type":"article","venue":"English Language Teaching","topic":"Innovative Teaching and Learning Methods","field":"Psychology","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychology; Perception; Mathematics education; Collaborative learning; Cooperative learning; Coaching; Curriculum; Narrative; Pedagogy; Qualitative research; Teaching method","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.004703773,0.0002308359,0.0004075243,0.000196782,0.001281502,0.0001436233,0.0008298131,0.0001629951,0.0009189947],"category_scores_gemma":[0.006195397,0.0002235738,0.0001070885,0.0001298415,0.0001977117,0.0002344648,0.0002273967,0.001852336,0.00006449909],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007184549,"about_ca_system_score_gemma":0.00003840653,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004785774,"about_ca_topic_score_gemma":0.00001521297,"domain_scores_codex":[0.9958296,0.002652654,0.0003703164,0.000404922,0.0003617143,0.0003807661],"domain_scores_gemma":[0.9980827,0.0004129502,0.0005238227,0.0007415717,0.0001620067,0.00007694436],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00005954412,0.0002310913,0.2010499,0.00002225298,0.0001796746,0.00005792918,0.7645658,0.00003203646,0.00437296,0.008127882,0.0008036458,0.02049719],"study_design_scores_gemma":[0.001876313,0.0003484514,0.3179027,0.0001563924,0.00007160482,0.00000840256,0.6667429,0.00003648879,0.0003983947,0.00006730833,0.01192584,0.0004652999],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.827713,0.000118012,0.002811767,0.0000633687,0.001074514,0.0001929652,0.00003072902,0.0002156752,0.16778],"genre_scores_gemma":[0.9753217,0.000001790005,0.007202585,0.00005209315,0.0006325254,0.00002854009,0.00002264659,0.00005065602,0.01668752],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1510925,"threshold_uncertainty_score":0.9999943,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02430177077271407,"score_gpt":0.4131192196831452,"score_spread":0.3888174489104311,"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."}}