{"id":"W2906213088","doi":"10.22329/wyaj.v35i0.5277","title":"What Are We Waiting For? It’s Time to Regulate Paralegals in Canada","year":2018,"lang":"en","type":"article","venue":"Windsor Yearbook of Access to Justice","topic":"Legal Education and Practice Innovations","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor","funders":"","keywords":"Privilege (computing); Statutory law; Economic Justice; Jurisdiction; Duty; Law; Nothing; Public interest; Political science; Confidentiality; Public administration","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006545472,0.00008714796,0.0001605567,0.0001536488,0.0002351381,0.000367399,0.0004702288,0.00005067293,0.001298605],"category_scores_gemma":[0.001625721,0.0000961806,0.00002194579,0.000802437,0.00005857885,0.00161285,0.00006599418,0.0001161993,0.0001703985],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002523616,"about_ca_system_score_gemma":0.002435843,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5406306,"about_ca_topic_score_gemma":0.8591617,"domain_scores_codex":[0.9987437,0.00008464104,0.0003141146,0.0002139081,0.0003297477,0.000313926],"domain_scores_gemma":[0.9985252,0.0004586564,0.0001894402,0.0001942387,0.0004735636,0.000158889],"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":[0.0001998682,0.0001235424,0.003829277,0.0001875719,0.00004411267,0.000005714104,0.04548076,0.0006240424,0.0006510149,0.01088034,0.9230626,0.01491122],"study_design_scores_gemma":[0.0001604759,0.00002990789,0.006842457,0.0002901885,0.00003810714,3.2751e-7,0.02130009,0.0001792976,0.0007017985,0.0002234849,0.9700434,0.0001904657],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2646359,0.00006462296,0.0001250132,0.6298957,0.002482766,0.001356542,0.00003552048,0.00004332471,0.1013606],"genre_scores_gemma":[0.9672921,0.00002130409,0.0009378327,0.01266916,0.0009676602,0.00006266748,0.000003748772,0.00001762694,0.0180279],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7026562,"threshold_uncertainty_score":0.9996144,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1053536107301031,"score_gpt":0.4077562214551165,"score_spread":0.3024026107250135,"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."}}