{"id":"W1513492094","doi":"10.29173/cjs1036","title":"Political Affiliation of Canadian Professors","year":2008,"lang":"en","type":"article","venue":"The Canadian Journal of Sociology","topic":"Academic Freedom and Politics","field":"Social Sciences","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Politics; Status quo; Sociology; Democracy; Liberalism; Prestige; Sexual orientation; Political science; Humanities; Law; Gender studies; Philosophy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.0009380098,0.00005163455,0.0001552007,0.0003031312,0.0007751754,0.000004128025,0.0003537978,0.0002553911,0.0001972958],"category_scores_gemma":[0.0007295124,0.00003960773,0.00006835486,0.000168696,0.002993376,0.00005726518,0.000003735848,0.0004018543,0.00001295047],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005181849,"about_ca_system_score_gemma":0.01239919,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8913857,"about_ca_topic_score_gemma":0.9655726,"domain_scores_codex":[0.9986538,0.0003608409,0.0002556022,0.00004200519,0.0001326189,0.0005551514],"domain_scores_gemma":[0.9984481,0.0002290243,0.0001556213,0.00006968658,0.0002465992,0.0008509178],"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":[0.000001724648,0.000001674706,0.03020567,0.000001533463,0.00001667647,0.0000195508,0.03537866,0.000003500237,0.000003421859,0.9174333,0.01689726,0.00003700659],"study_design_scores_gemma":[0.0005759872,0.0002191261,0.1394284,0.00003955347,0.00008297076,0.0002867716,0.0507395,0.00001077115,0.00009077182,0.2746677,0.5335888,0.0002696037],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8173277,0.0004014236,0.000006609972,0.08244171,0.001119578,0.0000915692,0.00002570909,0.000002911401,0.09858284],"genre_scores_gemma":[0.996556,0.0000439812,0.00004699293,0.0016804,0.0008549612,5.472094e-7,0.00000101651,0.000004825029,0.0008112926],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6427656,"threshold_uncertainty_score":0.9997199,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08580767710374163,"score_gpt":0.3245797170562592,"score_spread":0.2387720399525176,"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."}}