{"id":"W3096001083","doi":"10.1080/07294360.2020.1839024","title":"Does the group matter? Effects of trust, cultural diversity, and group formation on engagement in group work in higher education","year":2020,"lang":"en","type":"article","venue":"Higher Education Research & Development","topic":"Innovative Teaching and Learning Methods","field":"Psychology","cited_by":88,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychology; Affect (linguistics); Work engagement; Diversity (politics); Teamwork; Group work; Cultural diversity; Social psychology; Cognition; Structural equation modeling; Student engagement; Bachelor; Work (physics); Pedagogy; Sociology; Political science; Engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00801883,0.0003128704,0.0006512149,0.0005919348,0.001763622,0.003193485,0.0006706394,0.001157678,0.00430355],"category_scores_gemma":[0.04247242,0.0003207144,0.0009136517,0.0007345855,0.002933868,0.00211276,0.002718827,0.002093673,0.0002650364],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002024537,"about_ca_system_score_gemma":0.002307942,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01183087,"about_ca_topic_score_gemma":0.0165707,"domain_scores_codex":[0.990692,0.006286066,0.0003010413,0.0006286003,0.0009476097,0.00114472],"domain_scores_gemma":[0.9217066,0.05218422,0.01215231,0.002868854,0.001535034,0.00955299],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001459491,0.002325297,0.9478878,0.00008811302,0.000501741,0.0002115353,0.02028381,0.0004018028,0.0005944658,0.001739338,0.0003369854,0.0241697],"study_design_scores_gemma":[0.00006246571,0.0009997045,0.9779482,0.0001224996,0.0002451572,0.00006947876,0.0164725,0.001268289,0.0003051551,0.001677526,0.0008026132,0.00002642214],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980792,0.0001421902,0.0001531486,0.0003478451,0.00001369891,0.00001257311,0.00001035704,0.000002044073,0.001239061],"genre_scores_gemma":[0.999522,0.0000709072,0.00007602547,0.00004567206,0.000004918819,0.000009279143,0.000008679073,0.000002374769,0.0002602153],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01183087,"threshold_uncertainty_score":0.04240817,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1088841141302558,"score_gpt":0.4197685920164691,"score_spread":0.3108844778862133,"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."}}