{"id":"W2192989477","doi":"10.2139/ssrn.1984635","title":"Regulating Law Firms in Canada","year":2012,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Legal Education and Practice Innovations","field":"Social Sciences","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Law; Business; Political science; Law and economics; Economics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002598836,0.00004161702,0.00005227461,0.0000382104,0.0004543027,0.00005849116,0.0001165869,0.00002638724,0.0001654459],"category_scores_gemma":[0.0003041858,0.00004057336,0.00001526834,0.0003308496,0.00002759378,0.0008215462,0.000006367016,0.001423674,0.00001315096],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.004120916,"about_ca_system_score_gemma":0.0302551,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9847384,"about_ca_topic_score_gemma":0.9991898,"domain_scores_codex":[0.9980221,0.0001442693,0.0001595406,0.00004578855,0.0002327373,0.001395584],"domain_scores_gemma":[0.9996025,0.0001064439,0.0001001063,0.0000510488,0.0000589593,0.00008091857],"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":[0.000002019997,0.00001637508,0.03202688,3.803446e-7,0.000006487949,1.621657e-7,0.002717927,0.000005582203,0.000007255141,0.9600004,0.0004395656,0.004776981],"study_design_scores_gemma":[0.0002670082,0.00001536568,0.01130185,0.00001158228,0.000009061177,0.00005265651,0.1307807,0.00001192481,0.00002650795,0.1373402,0.7199969,0.0001862709],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7459774,0.001172732,0.0001478133,0.06603035,0.00148511,0.0001035765,8.389258e-7,0.00001380287,0.1850684],"genre_scores_gemma":[0.9960793,0.0001629814,0.00005438611,0.0007905955,0.000592505,0.000001973332,9.378355e-7,0.000004607026,0.002312674],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8226601,"threshold_uncertainty_score":0.9997021,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02030773793246171,"score_gpt":0.3233077561499192,"score_spread":0.3030000182174575,"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."}}