{"id":"W2953324411","doi":"","title":"Codifying Academic Freedom: An Examination of Collective Agreements for Librarian Specific Language","year":2018,"lang":"en","type":"article","venue":"Brock University Digital Repository (Brock University)","topic":"Academic Freedom and Politics","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Connaught Fund; Mount Allison University; University of Toronto; Victoria University; Mount Royal University; Mount Saint Vincent University; Queen's University; McMaster University; University of Lethbridge; University of Windsor; University of Regina; University of Ottawa; McGill University; University of Waterloo; Wilfrid Laurier University","keywords":"Academic freedom; Linguistics; Political science; Sociology; Public relations; Law; Higher education; Philosophy","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00001403502,0.0001802165,0.0002265512,0.0004479794,0.00103425,0.00007062915,0.0007919235,0.0003633907,0.00001283185],"category_scores_gemma":[0.00009741249,0.0002417355,0.0001315714,0.0007320531,0.0007206358,0.002447251,0.000191085,0.0002246842,0.00001281581],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000682698,"about_ca_system_score_gemma":0.0004067156,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002804722,"about_ca_topic_score_gemma":0.0004464031,"domain_scores_codex":[0.9984198,0.0001920523,0.0001916684,0.0003933874,0.0003762553,0.0004268253],"domain_scores_gemma":[0.9985868,0.0002312816,0.0002692749,0.0002197134,0.0003934046,0.0002995331],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.003777875,0.00159056,0.1481432,0.0003965144,0.001026498,0.0002217074,0.06181185,0.0001466389,0.1341286,0.1201954,0.5074514,0.02110975],"study_design_scores_gemma":[0.002578517,0.0008067278,0.01270644,0.0001318518,0.0001657801,0.000009164373,0.308125,0.00003196438,0.003700179,0.0005443131,0.6704661,0.0007339404],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6226059,0.00005187859,0.004867264,0.000009138006,0.0007542617,0.0006436405,0.0002160126,0.00020599,0.3706459],"genre_scores_gemma":[0.6219694,0.00003382971,0.0002581287,0.00001386684,0.0005562231,1.435367e-7,0.00002759419,0.00001378521,0.377127],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2463131,"threshold_uncertainty_score":0.9857687,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02816948910865277,"score_gpt":0.2465157660773366,"score_spread":0.2183462769686838,"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."}}