{"id":"W2956835922","doi":"10.7202/1071422ar","title":"It’s Only Logical: Faculty Representation on Senates","year":2020,"lang":"en","type":"article","venue":"Philosophical Inquiry in Education","topic":"Academic Freedom and Politics","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kwantlen Polytechnic University","funders":"","keywords":"Representation (politics); Epistemology; Philosophy; Mathematics education; Psychology; Political science; Politics; Law","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0002704137,0.0001048299,0.0001384197,0.00006090967,0.0001517656,0.00004000406,0.0002423241,0.0002367043,0.0001632512],"category_scores_gemma":[0.001794261,0.0001000462,0.00004831489,0.0004243095,0.0003751718,0.0002027544,0.00002936141,0.0003935863,0.0002777366],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001498836,"about_ca_system_score_gemma":0.0003611194,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003388964,"about_ca_topic_score_gemma":0.00003995549,"domain_scores_codex":[0.9985356,0.0002584139,0.000279468,0.0002982243,0.000371249,0.0002570751],"domain_scores_gemma":[0.9992355,0.000258241,0.00008151175,0.0001152821,0.00008251458,0.0002269143],"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":[0.00003277659,0.0002624931,0.007278039,0.00001248949,0.000005072196,0.00000200062,0.05102887,0.00005912999,0.00005447542,0.8991544,0.03704826,0.005062032],"study_design_scores_gemma":[0.0004145075,0.0001644169,0.01373847,0.00006789087,0.00001864983,0.000001904481,0.02026382,0.0002492888,0.000182974,0.7517785,0.2127392,0.0003803239],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.198544,0.00005380717,0.00005763168,0.7255559,0.001330175,0.0002961729,0.000008133778,0.00009781143,0.07405644],"genre_scores_gemma":[0.9642956,0.0001091348,0.0001523308,0.02942006,0.005765032,0.00002368578,0.00006645845,0.00000919127,0.0001585185],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7657517,"threshold_uncertainty_score":0.4079765,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2463509547619449,"score_gpt":0.4516180785835254,"score_spread":0.2052671238215805,"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."}}