{"id":"W2613835221","doi":"","title":"A Diverse Law Firm: The Professionalism Imperative for 2017 - Why Law Firms in Ontario Will Quickly Have to Reflect the Diversity of the Province","year":2017,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Legal Education and Practice Innovations","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Unconscionability; Diversity (politics); Law; Legal profession; Business; Commercial law; Political science; Practice of 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005880514,0.0001632487,0.0003057294,0.0006007422,0.0314048,0.01133456,0.00146443,0.004797113,0.01115664],"category_scores_gemma":[0.01178011,0.0003333608,0.0003083093,0.001032862,0.0150616,0.004145332,0.005961421,0.004957338,0.001831485],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.08907124,"about_ca_system_score_gemma":0.2552376,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.903784,"about_ca_topic_score_gemma":0.9786129,"domain_scores_codex":[0.9900129,0.001721644,0.0001863802,0.0006858328,0.003185178,0.004208117],"domain_scores_gemma":[0.9600881,0.001822945,0.001152968,0.0007820865,0.006646715,0.02950712],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001355978,0.0002250386,0.05497846,0.0003305186,0.00003324848,0.002059239,0.1160417,0.0003864805,0.003757214,0.2728406,0.4217875,0.1274245],"study_design_scores_gemma":[0.00004208113,0.00008123775,0.06108894,0.0004723865,0.00001720844,0.0004342904,0.1242369,0.0003872614,0.000491204,0.03334147,0.7793339,0.00007322629],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.08688379,0.001932092,0.001717856,0.7666043,0.0007622606,0.000100519,0.0001777918,0.00006771054,0.1417537],"genre_scores_gemma":[0.8568089,0.001401553,0.002233642,0.06022168,0.0002507103,0.0000552366,0.0001240641,0.00005155825,0.07885272],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.09621596,"threshold_uncertainty_score":0.6462601,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06956283385131529,"score_gpt":0.3909664772793924,"score_spread":0.3214036434280771,"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."}}