{"id":"W4415223206","doi":"10.26443/law.v70i2.1883","title":"The Republic of Dissent","year":2025,"lang":"en","type":"article","venue":"McGill Law Journal","topic":"Academic Freedom and Politics","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Dissent; Scrutiny; The Republic; Harm; Academic freedom; Value (mathematics)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.01076899,0.0004287734,0.0004790812,0.001312718,0.005732915,0.007184024,0.001210555,0.003157809,0.006006812],"category_scores_gemma":[0.01544023,0.0002196675,0.000725661,0.0008050101,0.03713397,0.006696247,0.006626065,0.005996211,0.001364134],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004782245,"about_ca_system_score_gemma":0.005400949,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001852719,"about_ca_topic_score_gemma":0.001379361,"domain_scores_codex":[0.9866149,0.006415024,0.0004815372,0.002001157,0.002968571,0.00151891],"domain_scores_gemma":[0.9926483,0.003362217,0.0007483785,0.001582973,0.000983908,0.0006741483],"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":[0.000003558027,0.000002927853,0.00006504004,0.000006460234,0.000001164464,0.00001211613,0.0006572708,0.00006757227,0.00003130307,0.996381,0.001193381,0.001578218],"study_design_scores_gemma":[0.0000101719,0.00001361875,0.0001958111,0.00005584428,0.000002951681,0.0000644507,0.0006741029,0.000360443,0.0001966184,0.9193234,0.07908848,0.00001414206],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.03008983,0.002600109,0.05184064,0.04373905,0.001299296,0.00009201531,0.0001005282,0.000111913,0.8701266],"genre_scores_gemma":[0.9229652,0.0008345219,0.00697217,0.01352162,0.0007974326,0.0002220716,0.00006757104,0.0001119992,0.05450734],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9952177,"threshold_uncertainty_score":0.0569526,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02037839864981402,"score_gpt":0.325977240519526,"score_spread":0.305598841869712,"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."}}