{"id":"W7116815236","doi":"","title":"Fairness in Student Group Formation:Perspectives, Priorities, Compromises, Mechanisms, and Tooling","year":2025,"lang":"en","type":"article","venue":"Research Portal (King's College London)","topic":"Teaching and Learning Programming","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Focus group; Group (periodic table); Focus (optics); Student engagement; Group work","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003679041,0.0002253814,0.0003449453,0.0008840003,0.0007650037,0.0007270343,0.001032871,0.0001293921,0.0000124492],"category_scores_gemma":[0.0003032637,0.0002308616,0.00006675883,0.001617944,0.0001488361,0.0009801997,0.0009716933,0.001177983,0.000006585406],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002691957,"about_ca_system_score_gemma":0.0003023268,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007212358,"about_ca_topic_score_gemma":0.0009715504,"domain_scores_codex":[0.9963894,0.0005811101,0.0004695309,0.0007265066,0.0009875199,0.0008458617],"domain_scores_gemma":[0.9984983,0.0004799817,0.00009376103,0.0005471838,0.0002215638,0.0001592561],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003662433,0.0002648658,0.004238337,0.0001643949,0.00003970352,0.0003682737,0.005680369,0.00007553185,0.000142414,0.9412769,0.0004411444,0.04727143],"study_design_scores_gemma":[0.01958543,0.002829781,0.2743192,0.006281525,0.00007792729,0.0007132149,0.1268681,0.1217022,0.001437863,0.09369024,0.3483252,0.004169301],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3161913,0.01076027,0.6408517,0.004458727,0.00113273,0.003926003,0.00002200072,0.001209069,0.02144827],"genre_scores_gemma":[0.9712917,0.0001604092,0.02703063,0.00006234163,0.00005407794,0.0001335347,0.000007392839,0.00001586562,0.001244001],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8475867,"threshold_uncertainty_score":0.9414261,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02798033450626432,"score_gpt":0.3416331700034764,"score_spread":0.3136528354972121,"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."}}