{"id":"W4241287851","doi":"10.29173/irie369","title":"Canadian University Social Software Guidelines and Academic Freedom: An Alarming Labour Trend","year":2014,"lang":"en","type":"article","venue":"The International Review of Information Ethics","topic":"Academic Freedom and Politics","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University; University of Alberta; Memorial University of Newfoundland; Burman University","funders":"","keywords":"Academic freedom; Reputation; Public relations; Framing (construction); Institution; Academic institution; Authoritarianism; Loyalty; Political science; Sociology; Academic integrity; Higher education; Psychology; Management; Law; Social psychology; Engineering; Democracy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003827186,0.00005989743,0.000102917,0.00007882787,0.0004569963,0.00002303065,0.0005241008,0.0001871094,0.00009739245],"category_scores_gemma":[0.004560076,0.00004983921,0.00003555488,0.0001198099,0.0002623655,0.0007501582,0.00004543245,0.0004877925,0.00001292715],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001396083,"about_ca_system_score_gemma":0.0006234758,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.05427921,"about_ca_topic_score_gemma":0.0386071,"domain_scores_codex":[0.9988295,0.0002061626,0.0003167657,0.00004748082,0.000468349,0.0001317609],"domain_scores_gemma":[0.9986087,0.0003789893,0.0002448302,0.00006881138,0.0005982537,0.0001004154],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000001941084,0.000001173005,0.0004694245,0.0001984277,0.00001015829,6.521518e-8,0.01035977,0.000008938334,6.626946e-7,0.949551,0.01295672,0.02644176],"study_design_scores_gemma":[0.00007956864,0.000005477619,0.0007695391,0.0004242151,0.00001588616,0.000001481838,0.002270908,0.0002800715,0.000001811698,0.00568761,0.9903986,0.00006479728],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.02422585,0.005333237,0.01087452,0.8352591,0.002768756,0.0007551523,0.0007899107,0.0001502895,0.1198431],"genre_scores_gemma":[0.5868443,0.2336745,0.008349537,0.1614254,0.004900095,0.000007625761,0.000483,0.00002576385,0.004289861],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.9774419,"threshold_uncertainty_score":0.9789358,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0787733144803036,"score_gpt":0.3807849915089474,"score_spread":0.3020116770286438,"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."}}