{"id":"W4408843451","doi":"10.63409/2024.43","title":"Good Grievance","year":2024,"lang":"en","type":"article","venue":"CAUT Journal","topic":"Academic Freedom and Politics","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Grievance; Political science; Law","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.0005509579,0.00003994954,0.00005174112,0.00003731797,0.0003194065,0.0001609216,0.0001562963,0.00007498855,0.0003785595],"category_scores_gemma":[0.0001252528,0.00003338818,0.00005054484,0.0001276169,0.000144276,0.0001899364,0.00001033555,0.0004109007,0.0002143623],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008813662,"about_ca_system_score_gemma":0.0003275527,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000326865,"about_ca_topic_score_gemma":0.00001501969,"domain_scores_codex":[0.9993289,0.00005994178,0.0001025133,0.00005905045,0.0002120881,0.0002374742],"domain_scores_gemma":[0.9996824,0.00006831558,0.0000191825,0.00003743076,0.00003253503,0.0001601094],"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":[9.428691e-7,0.000003344259,0.0005300167,0.000005875934,0.00001240098,0.00007325523,0.006016621,0.000002889454,0.00003013416,0.6733136,0.3075305,0.01248051],"study_design_scores_gemma":[0.00003000568,0.000006889704,0.00008753828,0.00003050671,0.000007930321,0.00006141686,0.0007967792,0.00003919722,0.00002073254,0.06061305,0.9382592,0.00004676916],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02244743,0.02886585,0.007331454,0.03356517,0.01999127,0.00008595757,0.0000116188,0.0002228967,0.8874784],"genre_scores_gemma":[0.9190437,0.002614708,0.0005739747,0.0007865599,0.01210184,0.000001032308,4.366029e-7,0.00001228498,0.06486552],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8965962,"threshold_uncertainty_score":0.4144961,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02567104581329105,"score_gpt":0.3447029555246983,"score_spread":0.3190319097114072,"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."}}