{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.005311845,0.000280562,0.0008734397,0.01051346,0.02209624,0.006766648,0.001754472,0.001062536,0.003267951],"category_scores_gemma":[0.02181356,0.0004766765,0.0003119947,0.02314709,0.007019625,0.00203614,0.00499928,0.001576743,0.0002497935],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1199848,"about_ca_system_score_gemma":0.1726752,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9911889,"about_ca_topic_score_gemma":0.996017,"domain_scores_codex":[0.9903776,0.0008610931,0.0002221839,0.0005237373,0.004064664,0.003950791],"domain_scores_gemma":[0.9750723,0.003689873,0.003337852,0.0005149422,0.009519824,0.007865169],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.000289003,0.0001724564,0.6121134,0.0002691073,0.00004474636,0.000669412,0.2656647,0.0004195634,0.0007441557,0.0449794,0.01669776,0.05793626],"study_design_scores_gemma":[0.00002694642,0.00004054351,0.7444844,0.0001484329,0.00002341442,0.000179923,0.2074529,0.0004357828,0.0002867207,0.001903733,0.04495262,0.00006466896],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9678751,0.001198813,0.000146085,0.004546269,0.00004139429,0.00005920112,0.0005679957,0.00001440933,0.0255507],"genre_scores_gemma":[0.9950101,0.0006584183,0.0001062087,0.0003294632,0.00001553674,0.00001645043,0.0001667784,0.000007142616,0.003690009],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9779038,"threshold_uncertainty_score":0.8705549,"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."}}