{"id":"W7135570479","doi":"","title":"Good friend or bad influence? Exploring the impact of GenAI on student experience and outcomes in postgraduate assessment","year":2024,"lang":"en","type":"article","venue":"Research Portal (Queen's University Belfast)","topic":"Intelligent Tutoring Systems and Adaptive Learning","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Session (web analytics); Perception; Relation (database); Empirical research; Student engagement","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":[0.001082533,0.0001802581,0.0002446851,0.000533003,0.00031001,0.0002593275,0.0008764365,0.00004307128,0.00002182718],"category_scores_gemma":[0.00008319243,0.0001164056,0.0001093736,0.0009391948,0.0001596647,0.0009354955,0.0007369336,0.0006551258,0.00001184758],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003266912,"about_ca_system_score_gemma":0.0003401125,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004145724,"about_ca_topic_score_gemma":0.00002599497,"domain_scores_codex":[0.9974251,0.0003531295,0.0002347534,0.0005050453,0.0009576569,0.0005242574],"domain_scores_gemma":[0.9987116,0.0004733008,0.00006051403,0.0004260837,0.0001805992,0.0001479285],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007387743,0.0003701643,0.5162095,0.0001423657,0.0002699833,0.003661232,0.03351285,0.002576206,0.0006593775,0.4377791,0.0001131018,0.004632218],"study_design_scores_gemma":[0.0002704496,0.0008941117,0.9852388,0.0004870802,0.000004618647,0.00001227552,0.009240735,0.001192379,0.0004743442,0.00009726464,0.001870897,0.0002170523],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966105,0.00001681937,0.0008877826,0.0005806615,0.0001240757,0.0003379322,0.000006599262,0.00005558518,0.001380068],"genre_scores_gemma":[0.995508,0.0001036099,0.0001823428,0.000004847526,0.00002347521,0.000006870711,7.846494e-7,0.00000972628,0.004160381],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4690293,"threshold_uncertainty_score":0.6267123,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05709983617547286,"score_gpt":0.3715912495076064,"score_spread":0.3144914133321335,"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."}}