{"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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0009757733,0.00003409238,0.00006391796,0.00001929235,0.00394911,0.00003720899,0.0002874777,0.00005415798,0.00005806105],"category_scores_gemma":[0.0003022254,0.00002157945,0.00005891635,0.0001248596,0.0004517642,0.00007321472,0.00002852534,0.0002139627,0.000004063625],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005435612,"about_ca_system_score_gemma":0.00003235742,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001632362,"about_ca_topic_score_gemma":0.004971892,"domain_scores_codex":[0.9992376,0.0001245179,0.0001895894,0.00004136881,0.0002055508,0.0002013576],"domain_scores_gemma":[0.9994395,0.0002226955,0.00008499582,0.00008118666,0.0001020892,0.00006953756],"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":[0.00000252964,0.000006463478,0.000228906,0.000001373606,0.00001160008,8.965252e-7,0.0001815111,0.000001003101,0.000004228677,0.9862907,0.007950525,0.005320272],"study_design_scores_gemma":[0.00006504708,0.000006244834,0.0002302879,0.00001511677,0.000007557911,0.000003028352,0.001342462,0.000002981863,0.0001303714,0.04545676,0.9527172,0.00002298461],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.002054193,0.0004125145,0.00003543017,0.01598607,0.001131868,0.00003766224,0.000004374862,0.000009855004,0.980328],"genre_scores_gemma":[0.9917206,0.0005039189,0.00004949235,0.0003303445,0.0002860051,7.488363e-7,1.17425e-7,0.000002094651,0.007106665],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9896664,"threshold_uncertainty_score":0.9973476,"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."}}