{"id":"W4411166518","doi":"10.31542/rm7kb006","title":"Teaching Students How to Succeed in Group Assignments","year":2025,"lang":"en","type":"article","venue":"Pedagogical Inquiry and Practice","topic":"Innovative Teaching and Learning Methods","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"MacEwan University","funders":"","keywords":"Group (periodic table); Mathematics education; Psychology; Pedagogy; Chemistry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005712295,0.0008471293,0.00063385,0.00107333,0.003213084,0.006768943,0.002085476,0.002194426,0.01113729],"category_scores_gemma":[0.01817816,0.0004707436,0.0006896608,0.0006609228,0.002267883,0.003780138,0.004929223,0.003190021,0.007707902],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001223318,"about_ca_system_score_gemma":0.004159557,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000528999,"about_ca_topic_score_gemma":0.001698488,"domain_scores_codex":[0.9961646,0.001759908,0.0001412849,0.0004420191,0.0007499867,0.000742216],"domain_scores_gemma":[0.9890109,0.003489446,0.001192519,0.0009644962,0.001359387,0.00398323],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001712007,0.01138852,0.02540736,0.0008838525,0.00003858381,0.0006192639,0.09451171,0.001859766,0.01288781,0.02922229,0.07306559,0.749944],"study_design_scores_gemma":[0.0004011339,0.005658918,0.04265813,0.002427366,0.0001687297,0.002169773,0.1765596,0.006396523,0.02475016,0.1430928,0.5953647,0.0003522533],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6226074,0.00141633,0.1622166,0.02226496,0.001827194,0.002449934,0.0001286019,0.002539889,0.1845492],"genre_scores_gemma":[0.7173379,0.002823391,0.2088312,0.005321469,0.0003711219,0.001761114,0.0001901194,0.0004249411,0.06293876],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01113729,"threshold_uncertainty_score":0.03725791,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3568663484946409,"score_gpt":0.5792870963021753,"score_spread":0.2224207478075344,"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."}}