{"id":"W7133019513","doi":"","title":"The Competition Bureau&apos;s Report on Competition and Self-Regulation in the Canadian Legal Profession: A Critical Evaluation","year":2009,"lang":"en","type":"article","venue":"TSpace","topic":"Occupational and Professional Licensing Regulation","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Competition (biology); Competition policy; Competition law","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":[0.00199996,0.0001004586,0.0001157641,0.0001317045,0.0007014415,0.000142447,0.00007865999,0.00009969971,0.00006571782],"category_scores_gemma":[0.0002815251,0.00007387477,0.00003021443,0.0002069754,0.00005319882,0.0001822037,0.000007382215,0.0001842774,0.0000497695],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000245239,"about_ca_system_score_gemma":0.00009469312,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006062809,"about_ca_topic_score_gemma":0.01819816,"domain_scores_codex":[0.9989398,0.0001336961,0.0003311507,0.0002396109,0.0001722729,0.0001835195],"domain_scores_gemma":[0.999231,0.0002458164,0.0001501735,0.0002068213,0.0001108791,0.00005531283],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00002882179,0.00005790146,0.002386694,0.000004942003,0.000003316358,0.000004344,0.0009703065,0.0001366474,0.00001000799,0.994836,0.0004844502,0.001076519],"study_design_scores_gemma":[0.000297429,0.00008521795,0.7888688,0.00006051459,0.000007017743,0.00003902056,0.0003045873,0.01734086,0.00001017452,0.1708497,0.02201473,0.0001218527],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7581437,0.0004923614,0.0002297099,0.1639203,0.0007645605,0.0009334779,0.00001333134,0.00004571477,0.07545689],"genre_scores_gemma":[0.9980705,0.00001395546,0.0002410453,0.0008976349,0.0001574668,0.00001973169,0.0001659417,0.000005883995,0.0004278667],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8239864,"threshold_uncertainty_score":0.9997172,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06513239433862349,"score_gpt":0.3747542780784919,"score_spread":0.3096218837398684,"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."}}