{"id":"W7147707594","doi":"10.38140/jjs.v28i1.2858","title":"Groepsgedingvoering — die voorstel van die Suid-Afrikaanse Regskommissie vir die sertifisering van ’n groepsgeding","year":2003,"lang":"","type":"article","venue":"Journal for Juridical Science","topic":"Dispute Resolution and Class Actions","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Promulgation; Commission; Legislation; Certification; Class (philosophy); Class action","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.006394907,0.0008950207,0.0008693467,0.001189277,0.008899621,0.00650025,0.001827541,0.0003355503,0.001662885],"category_scores_gemma":[0.004801764,0.0008075003,0.0008890634,0.001996287,0.001224188,0.008920441,0.0006603583,0.001619784,0.0004200444],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009423278,"about_ca_system_score_gemma":0.0007372382,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005411652,"about_ca_topic_score_gemma":0.00005553207,"domain_scores_codex":[0.9910974,0.0000801647,0.001821554,0.001442068,0.002513039,0.003045769],"domain_scores_gemma":[0.9958452,0.0003022045,0.00115191,0.0006765792,0.001115709,0.0009084059],"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":[0.001949752,0.006925345,0.02706262,0.004664136,0.001276727,0.002211113,0.002515087,0.006820964,0.1562059,0.4186912,0.04703356,0.3246436],"study_design_scores_gemma":[0.001672287,0.0001238426,0.003244928,0.0008355384,0.0003244395,0.000185594,0.001086915,0.01553586,0.001845094,0.009495026,0.9644214,0.001229093],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4533238,0.009201897,0.0805669,0.0202622,0.04559597,0.003105713,0.00004842377,0.0008542408,0.3870409],"genre_scores_gemma":[0.9839929,0.001657331,0.001216147,0.001150781,0.004217482,0.00004953622,0.000004361842,0.0001386995,0.007572719],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9173878,"threshold_uncertainty_score":0.9994376,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03937184074087862,"score_gpt":0.2945533595771468,"score_spread":0.2551815188362682,"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."}}