{"id":"W4411863289","doi":"10.51788/tsul.rols.2025.9.2./kxyr4098","title":"DIGITALIZATION OF THE ORGANIZATIONAL ASPECTS OF PUBLIC OVERSIGHT AND THE PRESSING CHALLENGES IT FACES","year":2025,"lang":"en","type":"article","venue":"Review of Law Sciences","topic":"Business and Economic Development","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Business; Pressing; Public relations; Political science; Engineering; Mechanical engineering","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":[],"consensus_categories":[],"category_scores_codex":[0.0005856219,0.00003674195,0.0001240918,0.000008703089,0.0001003317,0.00001592523,0.0002356409,0.000009138835,0.0001397238],"category_scores_gemma":[0.00009560787,0.00001760019,0.00001866338,0.0002579266,0.001087741,0.0002107614,0.000172676,0.0000110079,8.069198e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001282684,"about_ca_system_score_gemma":0.00003646388,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002601388,"about_ca_topic_score_gemma":0.00002547019,"domain_scores_codex":[0.9994811,0.00003461934,0.0001855932,0.00009349972,0.0001550576,0.00005015863],"domain_scores_gemma":[0.9996578,0.00006311042,0.0001730701,0.00008218059,0.00001638903,0.000007476058],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[8.377175e-7,0.00002884793,0.01504144,0.001459009,0.00001227237,2.103433e-8,0.0003142368,0.00008305379,0.0001281557,0.9678434,0.000217887,0.01487081],"study_design_scores_gemma":[0.0009330421,0.00005004705,0.6588624,0.0176409,0.000134682,0.000006975296,0.0009263706,0.001229135,0.01019653,0.08820442,0.2214062,0.0004092782],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.08151679,0.1308166,0.0002266287,0.03763283,0.0002645206,0.0005954634,0.000005750305,0.000006719269,0.7489347],"genre_scores_gemma":[0.9731085,0.02641853,0.000085971,0.0003226202,0.000001743276,0.000001799543,3.496665e-7,8.079223e-7,0.00005971462],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8915917,"threshold_uncertainty_score":0.4007828,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02831682434386789,"score_gpt":0.2419965573572034,"score_spread":0.2136797330133355,"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."}}