{"id":"W4410929741","doi":"10.33899/arlj.2023.139694.1249","title":"Electronic civil lawsuit administration -An analytical study-","year":2025,"lang":"ar","type":"article","venue":"الرافدین للحقوق","topic":"Dispute Resolution and Class Actions","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Workplace Health, Safety and Compensation Commission","funders":"","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0006167172,0.0004241513,0.0004464117,0.0005451168,0.0007247552,0.001282976,0.0005314686,0.0002201008,0.003232758],"category_scores_gemma":[0.0001491952,0.0004487712,0.0002399623,0.001623156,0.0001187533,0.001403072,0.0002271204,0.0005427393,0.002861789],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002653697,"about_ca_system_score_gemma":0.0004417789,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000458409,"about_ca_topic_score_gemma":0.005519034,"domain_scores_codex":[0.9970499,0.00008085155,0.0006709736,0.0007933164,0.0005211484,0.0008837734],"domain_scores_gemma":[0.9986029,0.00005878203,0.0002314299,0.0007453724,0.0002967893,0.00006477544],"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":[0.0002626919,0.006074947,0.01685062,0.0002733465,0.0006510304,0.00004544734,0.0001470745,0.0000754049,0.0001087017,0.9012151,0.06201895,0.01227667],"study_design_scores_gemma":[0.001783469,0.0002863168,0.04751757,0.0001108485,0.001092124,0.000003098109,0.004124139,0.02513455,0.00001966578,0.003172278,0.916126,0.0006300092],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2113293,0.0006417907,0.001120672,0.007609936,0.001765982,0.001192354,0.00001460898,0.0004669891,0.7758583],"genre_scores_gemma":[0.9675821,0.00005495556,0.00001056172,0.001973866,0.001003228,0.00006147604,0.0001034635,0.00003886532,0.02917145],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8980429,"threshold_uncertainty_score":0.9997964,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01909880092191234,"score_gpt":0.3050041715906635,"score_spread":0.2859053706687512,"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."}}