{"id":"W1949708513","doi":"10.29173/cjs6305","title":"Professional, Critical, Policy, and Public Academics in Canada","year":2009,"lang":"en","type":"article","venue":"The Canadian Journal of Sociology","topic":"Academic Freedom and Politics","field":"Social Sciences","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor; University of Toronto","funders":"","keywords":"Typology; Sociology; Public policy; Order (exchange); Higher education; Sample (material); Policy analysis; Public administration; Political science; Law; Economics","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":[0.001032225,0.00005681785,0.000146729,0.0001153464,0.0005309436,0.0000178489,0.0003534762,0.0002172472,0.00005389217],"category_scores_gemma":[0.002778841,0.00004178571,0.00002122615,0.0001229025,0.001405177,0.00009495884,0.000007559824,0.0008465679,0.000001161112],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001273218,"about_ca_system_score_gemma":0.04073954,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9816487,"about_ca_topic_score_gemma":0.9982907,"domain_scores_codex":[0.9986497,0.0003798022,0.0002386636,0.00005286462,0.0001433848,0.0005355783],"domain_scores_gemma":[0.9985153,0.0006313463,0.00008871697,0.00004821574,0.0001115046,0.000604927],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000001766012,0.000002069462,0.03530549,0.000001356858,0.000004465679,0.00002393116,0.01072682,0.000001850538,0.000002604424,0.9293858,0.02358796,0.0009559061],"study_design_scores_gemma":[0.0002465208,0.00005570202,0.07143123,0.0000318663,0.0000112483,0.0000899625,0.02838927,0.000009046031,0.000001772792,0.5589096,0.3406855,0.0001383256],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5304261,0.001540648,0.000002307491,0.4616832,0.0005755798,0.00004623272,0.000007914617,0.000001441992,0.005716632],"genre_scores_gemma":[0.9807555,0.0002102584,0.00002279323,0.01784364,0.0009864048,3.946058e-7,3.005794e-7,0.000002857209,0.0001778415],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4503295,"threshold_uncertainty_score":0.9646986,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0481666641701464,"score_gpt":0.3454394957330196,"score_spread":0.2972728315628732,"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."}}