{"id":"W4414958007","doi":"10.1177/14782103251386648","title":"Judging the institution: Simulated jurisprudence and the governance of professional futures","year":2025,"lang":"en","type":"article","venue":"Policy Futures in Education","topic":"Legal Education and Practice Innovations","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"Western University","keywords":"Deliberation; Corporate governance; Futures studies; Futures contract; Interdependence; Dialogic; Public policy; Scholarship","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.01238625,0.0002697912,0.0003391247,0.0008467375,0.006162812,0.009096025,0.001612886,0.002413502,0.004369921],"category_scores_gemma":[0.02677931,0.0003287234,0.0004965173,0.0006524657,0.02570408,0.005922517,0.006471146,0.002164264,0.0003369382],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0192025,"about_ca_system_score_gemma":0.02145251,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.08390667,"about_ca_topic_score_gemma":0.07204614,"domain_scores_codex":[0.988296,0.008806162,0.0002438402,0.0007468024,0.001077387,0.0008297278],"domain_scores_gemma":[0.9859903,0.008693644,0.001030652,0.002112273,0.001121858,0.001051176],"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":[0.00005518127,0.00004305406,0.004439559,0.00004878878,0.00001482227,0.0002310326,0.02978143,0.02639424,0.0005971143,0.9266516,0.0009717037,0.0107715],"study_design_scores_gemma":[0.00008147612,0.00008782263,0.002702888,0.0001859764,0.00002542004,0.0000878947,0.0287437,0.06970822,0.001761286,0.7917683,0.1047567,0.00009030263],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4596267,0.0005511536,0.2363964,0.03752869,0.0001779956,0.000320489,0.0001386279,0.0004283891,0.2648315],"genre_scores_gemma":[0.9864565,0.00009132492,0.01044057,0.0001893999,0.000006017605,0.00004675501,0.00002025439,0.00002012281,0.002728991],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08390667,"threshold_uncertainty_score":0.1668366,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01031091502847697,"score_gpt":0.4190647074139728,"score_spread":0.4087537923854959,"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."}}