{"id":"W6992449953","doi":"","title":"Linguistically and Culturally Diverse Students' Experiences of Small Group Projects at a University in Canada: The Significance of Relationships and Identity Building Processes to the Realisation of Cooperative Learning","year":2014,"lang":"en","type":"dissertation","venue":"UPT. Syiah Kuala University Library (Syiah Kuala University)","topic":"EFL/ESL Teaching and Learning","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cooperative learning; Negotiation; Realisation; Identity (music); Collaborative learning; Construct (python library); Cultural diversity; Active learning (machine learning); Social learning; Diversity (politics)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.000423412,0.000296226,0.0004903469,0.0004880642,0.001643275,0.00007720693,0.0008409966,0.0001384076,0.0000484219],"category_scores_gemma":[0.0004431397,0.0002606964,0.00006973821,0.0006096819,0.0005059683,0.0008705236,0.0006399232,0.0006600879,5.331232e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002710104,"about_ca_system_score_gemma":0.0007672461,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.139236,"about_ca_topic_score_gemma":0.7137838,"domain_scores_codex":[0.9975651,0.0009692691,0.0002881224,0.0004819311,0.0004476492,0.000247909],"domain_scores_gemma":[0.9977639,0.000892846,0.0006732523,0.0002086615,0.0003531102,0.0001081852],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0009688995,0.0001208422,0.05889255,0.0009272786,0.0002331341,0.00006964843,0.8221623,0.001002469,0.0001339965,0.1148504,0.000348075,0.0002903647],"study_design_scores_gemma":[0.0007009832,0.0002536765,0.02011474,0.0007192543,0.0002586929,0.000001407198,0.938921,0.00017033,0.0001522495,0.00003883482,0.03827848,0.0003903273],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9905967,0.00009946244,0.00007797471,0.0001284739,0.000138946,0.0006040215,0.00007873059,0.00003587315,0.008239877],"genre_scores_gemma":[0.9800327,0.0002714294,0.0001628978,0.00001538108,0.00004749478,5.248493e-7,0.0001397274,0.00001790142,0.01931188],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5745478,"threshold_uncertainty_score":0.9999845,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02269509753431893,"score_gpt":0.2119038257154017,"score_spread":0.1892087281810828,"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."}}