{"id":"W29320652","doi":"","title":"Comparative Perspectives on Lawyer Regulation: An Agenda for Reform in the United States and Canada","year":2012,"lang":"en","type":"article","venue":"eYLS (Yale Law School)","topic":"Legal Systems and Judicial Processes","field":"Social Sciences","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Political science; Law reform; Law; Regulatory reform; Public administration; Sociology; Law and economics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006873684,0.00008503905,0.0001343468,0.00002854039,0.0006358768,0.0001094956,0.0001376772,0.00004532724,0.00004448479],"category_scores_gemma":[0.0000673918,0.00005855789,0.00001569989,0.0002121421,0.0001509831,0.0004547912,0.00001033486,0.0001057802,0.000003448594],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003034685,"about_ca_system_score_gemma":0.0001721914,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9748507,"about_ca_topic_score_gemma":0.9855496,"domain_scores_codex":[0.9990081,0.0001912465,0.00013036,0.0001401854,0.0002610062,0.0002691141],"domain_scores_gemma":[0.9994393,0.0001728731,0.00006259979,0.0001067891,0.0001061077,0.000112321],"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":[0.00004602696,0.00006958981,0.004254613,0.00001507096,0.00001429454,9.127781e-7,0.1057726,0.00003094186,0.00001084172,0.8859599,0.003756361,0.00006883398],"study_design_scores_gemma":[0.0003104833,0.00009380947,0.01862879,0.0000318644,0.000008824652,6.636426e-7,0.3037586,0.00004140553,0.0001010147,0.003219246,0.6736326,0.0001727245],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.944041,0.0005130212,0.00001143157,0.002766951,0.0001852748,0.0004669655,0.00002794019,0.00002213475,0.05196526],"genre_scores_gemma":[0.9979527,0.00003018507,0.0000384142,0.0009575117,0.0005043073,0.00003796204,0.00002122512,0.00000555685,0.000452138],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8827407,"threshold_uncertainty_score":0.4890715,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04000465346090345,"score_gpt":0.3178044839275043,"score_spread":0.2777998304666009,"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."}}