{"id":"W4411374663","doi":"10.1145/3724363.3729040","title":"The Role of Generative AI in Software Student CollaborAItion","year":2025,"lang":"en","type":"article","venue":"","topic":"Online Learning and Analytics","field":"Computer Science","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Erasmus+; Leibniz-Gemeinschaft; European Commission","keywords":"Computer science; Generative grammar; Software; Software engineering; Artificial intelligence; Programming language","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":[0.0140298,0.0004049506,0.0003208068,0.001907652,0.007135766,0.01151772,0.002092729,0.003480387,0.005363883],"category_scores_gemma":[0.02736888,0.0004985295,0.0006151092,0.001105436,0.03857422,0.0110357,0.01224693,0.003806146,0.0009670049],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003581657,"about_ca_system_score_gemma":0.003912654,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001569221,"about_ca_topic_score_gemma":0.00163279,"domain_scores_codex":[0.983152,0.01367539,0.0002476192,0.0007707642,0.001422364,0.0007317827],"domain_scores_gemma":[0.9709381,0.01982674,0.001470316,0.004349784,0.00120197,0.002213038],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0000211406,0.00004940391,0.001750948,0.00007004362,0.000007183179,0.0001878247,0.03664627,0.001190942,0.0004182857,0.9412646,0.001112417,0.01728109],"study_design_scores_gemma":[0.00004781582,0.0001001382,0.001383847,0.0002443093,0.00001672415,0.0005450184,0.02033435,0.008416166,0.001052527,0.864506,0.1033049,0.00004803795],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1565706,0.002771845,0.2257501,0.04781245,0.0004005186,0.0002053187,0.00004178207,0.0005361264,0.5659112],"genre_scores_gemma":[0.976764,0.0004682487,0.01645843,0.0006548267,0.00006126601,0.0001160726,0.00001672771,0.00007517372,0.005385266],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0140298,"threshold_uncertainty_score":0.07419759,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003519907541008959,"score_gpt":0.2869468062346173,"score_spread":0.2834268986936083,"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."}}