{"id":"W2416092875","doi":"10.60082/2817-5069.1080","title":"Book Notes: Academic Freedom in the Wired World: Political Extremism, Corporate Power, and the University, by Robert O'Neil","year":2011,"lang":"en","type":"article","venue":"Osgoode Hall law journal","topic":"Academic Freedom and Politics","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Power (physics); Academic freedom; Politics; Political science; Media studies; Sociology; Law; Law and economics; Physics; Higher education","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.002241435,0.0001766695,0.0002412894,0.00007693259,0.00119762,0.00009434838,0.001047498,0.0002766644,0.0004848803],"category_scores_gemma":[0.0001850787,0.0001139936,0.0001037213,0.0002640077,0.002902379,0.0004160836,0.0001120333,0.001427777,0.00002179307],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001544327,"about_ca_system_score_gemma":0.0001899859,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.05657229,"about_ca_topic_score_gemma":0.04031973,"domain_scores_codex":[0.9971533,0.001028095,0.0003336492,0.0001944105,0.0005105121,0.0007799651],"domain_scores_gemma":[0.9983169,0.0008119784,0.0002496754,0.0001844515,0.00007153152,0.00036544],"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":[0.00008671345,0.00002868037,0.001874513,0.000002094064,0.0000173975,0.00004037616,0.009057207,0.000001031053,0.000007916846,0.9547276,0.03406213,0.00009428847],"study_design_scores_gemma":[0.002840982,0.00006883663,0.0007206697,0.00009586525,0.0001030496,0.0001918949,0.01236356,0.0001046219,0.00002257559,0.4314171,0.5517208,0.0003500169],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.002952299,0.006450979,0.0003066056,0.02428601,0.0005005021,0.0002662053,0.00002454648,0.00003537079,0.9651775],"genre_scores_gemma":[0.9860101,0.001765138,0.0001320522,0.006646653,0.0005179015,0.000001293981,0.000001514502,0.0000148988,0.004910481],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9830578,"threshold_uncertainty_score":0.9998112,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03829061888928765,"score_gpt":0.2619491188273962,"score_spread":0.2236584999381085,"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."}}