{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008983557,0.0001766447,0.0002514234,0.0002299927,0.000242572,0.0001608509,0.0002606559,0.0001630397,0.0001611723],"category_scores_gemma":[0.005882152,0.0001547504,0.00003052393,0.0003652685,0.00008253911,0.000283531,0.0002021457,0.001289084,0.00006199897],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005369023,"about_ca_system_score_gemma":0.00001323846,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003072546,"about_ca_topic_score_gemma":0.000006378666,"domain_scores_codex":[0.992991,0.005656336,0.0002577531,0.0005006255,0.0002440021,0.0003502518],"domain_scores_gemma":[0.9958596,0.003664696,0.0001082656,0.0002386929,0.00004120439,0.00008758612],"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":[0.003267149,0.003017135,0.2114175,0.00008241348,0.0003654444,0.0003176024,0.1582994,0.00001524313,0.004252303,0.2831217,0.01135756,0.3244866],"study_design_scores_gemma":[0.00114274,0.0003353507,0.3640819,0.00007076021,0.00004592131,0.00002719464,0.02651998,0.00000841968,0.000009938668,0.0008447657,0.6066705,0.0002425097],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8011317,0.0002367636,0.06079444,0.01598965,0.001325343,0.0003237496,0.000001362721,0.00009602616,0.120101],"genre_scores_gemma":[0.9587117,0.000007533683,0.009184176,0.007052296,0.0002153909,0.00005299045,0.000004384348,0.00001251039,0.02475899],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.595313,"threshold_uncertainty_score":0.704191,"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."}}