{"id":"W2133542536","doi":"","title":"Change in Higher Education and a Core Value: Academic Freedom","year":2011,"lang":"en","type":"article","venue":"DergiPark (Istanbul University)","topic":"Academic Freedom and Politics","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Academic freedom; Core (optical fiber); Value (mathematics); Higher education; Political science; Mathematics education; Sociology; Computer science; Mathematics; Law; Statistics; Telecommunications","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":[0.0002130883,0.0001001596,0.0001223171,0.0002429405,0.0002035707,0.000009916355,0.0002938542,0.0002843636,0.0004614481],"category_scores_gemma":[0.00003762302,0.0001199265,0.00002838581,0.0004897325,0.0004164095,0.0003770237,0.00006812088,0.0003083686,0.00002304601],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002238497,"about_ca_system_score_gemma":0.0002280096,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01148982,"about_ca_topic_score_gemma":0.001320014,"domain_scores_codex":[0.9990878,0.0001113857,0.0001093962,0.0002092397,0.000159357,0.0003228757],"domain_scores_gemma":[0.9995121,0.0000710146,0.00007141928,0.0001155372,0.00004635334,0.0001836065],"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":[0.00001997302,0.00003543647,0.04660551,0.000009058645,0.000005701435,0.00001484682,0.02666758,2.477079e-7,0.000007162407,0.9231459,0.002829954,0.0006585821],"study_design_scores_gemma":[0.0004048039,0.00002600808,0.08318998,0.00005367136,0.00003356839,0.000002002718,0.01255851,0.00001609668,0.000005840081,0.01508698,0.8883831,0.0002394669],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3922137,0.0007722471,0.0000149862,0.001462192,0.001054843,0.0002758109,0.00001211094,0.00008256143,0.6041116],"genre_scores_gemma":[0.966744,0.000845142,0.0003076899,0.0004884893,0.0004991525,0.000001852929,0.00000425957,0.000009265679,0.03110014],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.908059,"threshold_uncertainty_score":0.9950927,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.119222952994046,"score_gpt":0.2996449897399411,"score_spread":0.1804220367458952,"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."}}