{"id":"W2911695068","doi":"10.2139/ssrn.3311712","title":"Canada's Law Societies Need a Civil Service","year":2019,"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":false,"ca_institutions":"","funders":"","keywords":"Civil service; Law; Political science; Service (business); Civil law (Civil law); Law and economics; Public administration; Commercial law; Sociology; Business; Public service","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004088967,0.0005085151,0.0006699022,0.002288828,0.03121741,0.01511353,0.002781084,0.01843004,0.06358183],"category_scores_gemma":[0.01809782,0.0006066993,0.001218316,0.002019362,0.007280047,0.00368789,0.006777508,0.01373176,0.004922163],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.08854813,"about_ca_system_score_gemma":0.5105545,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9718329,"about_ca_topic_score_gemma":0.9930351,"domain_scores_codex":[0.9882322,0.0007215808,0.0001954754,0.0004957506,0.004331403,0.006023686],"domain_scores_gemma":[0.9587508,0.003142917,0.0009811466,0.0005992895,0.01084641,0.0256793],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003977058,0.0001285407,0.007118069,0.0001942131,0.00003962648,0.0006173261,0.002267254,0.0004269233,0.0003871649,0.1034693,0.8483914,0.03692041],"study_design_scores_gemma":[0.00006354905,0.00003969511,0.009729675,0.000195152,0.00003137948,0.0001147793,0.01195387,0.0002673903,0.0001653263,0.01015527,0.967222,0.00006193939],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01865761,0.001660414,0.0007693515,0.7947168,0.004721504,0.0002324442,0.0005159672,0.0003168457,0.1784091],"genre_scores_gemma":[0.2347237,0.002802531,0.004818817,0.4066145,0.001300687,0.0001589711,0.0005485134,0.0002029374,0.3488293],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.08854813,"threshold_uncertainty_score":0.6424646,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01097409663031899,"score_gpt":0.2867941685970908,"score_spread":0.2758200719667718,"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."}}