{"id":"W4411851307","doi":"10.1007/978-3-031-92534-4_4","title":"‘Releasing Something Dangerous into the Wild’: A Media Ecological Perspective on the GenAI—Academic Integrity Nexus","year":2025,"lang":"en","type":"book-chapter","venue":"","topic":"Wikis in Education and Collaboration","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Cape Breton University","funders":"","keywords":"Nexus (standard); Perspective (graphical); Environmental ethics; Academic integrity; Ecology; Sociology; Political science; Psychology; Biology; Engineering; Social psychology; Art; Philosophy; Visual arts","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":["metaresearch","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.004033365,0.00083364,0.0004100503,0.002805101,0.008041175,0.02064447,0.001944867,0.004612308,0.01254595],"category_scores_gemma":[0.006708834,0.000314455,0.0003019347,0.003911034,0.03622182,0.03050678,0.009421726,0.006504214,0.002816029],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004368813,"about_ca_system_score_gemma":0.00429801,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006087964,"about_ca_topic_score_gemma":0.01118744,"domain_scores_codex":[0.9976488,0.001298994,0.00005240264,0.0002161781,0.0005193272,0.0002642531],"domain_scores_gemma":[0.9946784,0.003564046,0.0002927042,0.0006115164,0.0004223435,0.0004309323],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000004328871,0.000007322781,0.00008846275,0.00003675584,0.000001670763,0.00005954727,0.02077304,0.00005663106,0.00006044061,0.9573867,0.0126023,0.008922743],"study_design_scores_gemma":[0.000003300386,0.000008608476,0.0002303362,0.0003146245,0.000004345058,0.0001804433,0.02285071,0.0002471646,0.0002675932,0.3211834,0.6546952,0.0000143186],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.006959882,0.0045103,0.007160126,0.02897415,0.001178092,0.00002224727,0.00005141739,0.0001402591,0.9510034],"genre_scores_gemma":[0.5947854,0.01017102,0.01083474,0.009665236,0.001476268,0.0002143158,0.0001916727,0.0008503723,0.371811],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9959666,"threshold_uncertainty_score":0.04197037,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05466960408151685,"score_gpt":0.3646218505665682,"score_spread":0.3099522464850514,"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."}}