{"id":"W7114922838","doi":"10.2139/ssrn.5876143","title":"Working with Bertha Wilson: Perspectives on Liberty, Judicial Decision-Making and a Judge’s Role","year":2025,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Multicultural Socio-Legal Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Charter; Supreme court; Economic Justice; Legislation; Order (exchange); Scope (computer science); Judicial review","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01377844,0.001151101,0.001075968,0.002330069,0.01960334,0.02234244,0.003006895,0.02733775,0.01054317],"category_scores_gemma":[0.0225172,0.0007338711,0.000679691,0.003471797,0.04717935,0.03132125,0.005237043,0.02253346,0.001114946],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01126036,"about_ca_system_score_gemma":0.007344467,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03028796,"about_ca_topic_score_gemma":0.03929373,"domain_scores_codex":[0.9890804,0.007615404,0.0001887031,0.001222541,0.0008927474,0.00100021],"domain_scores_gemma":[0.9825301,0.01474404,0.0004970051,0.0004671363,0.0009540372,0.0008077212],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001221858,0.00001368743,0.00004329491,0.00002458898,0.0000058541,0.0001024534,0.008760354,0.00009631776,0.00004313977,0.96468,0.02384746,0.00237068],"study_design_scores_gemma":[0.00002190868,0.000008181518,0.0001017665,0.0001764499,0.000005845779,0.00007102578,0.007854539,0.0002429069,0.0001465797,0.8575087,0.1338283,0.00003375721],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.01147179,0.04867965,0.007472705,0.786033,0.003718162,0.00002496955,0.00005330482,0.00002354802,0.1425229],"genre_scores_gemma":[0.7502427,0.02008792,0.007579292,0.1158843,0.006874421,0.0001659078,0.00003939514,0.0002504269,0.0988757],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03028796,"threshold_uncertainty_score":0.08170003,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01522219850715903,"score_gpt":0.3033309297650315,"score_spread":0.2881087312578724,"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."}}