{"id":"W7115572175","doi":"10.36311/2025.978-65-5954-650-3.p115-137","title":"Documentos Públicos Digitais em Blockchain: Fortalecendo a Responsabilidade Democrática","year":2025,"lang":"","type":"book-chapter","venue":"Faculdade de Filosofia e Ciências eBooks","topic":"Information Science and Libraries","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Context (archaeology); Field (mathematics); Order (exchange)","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","sts","scholarly_communication","open_science","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"category_scores_codex":[0.001775991,0.002442434,0.002160357,0.00245543,0.002244447,0.006028479,0.006945753,0.001991843,0.001942169],"category_scores_gemma":[0.000967759,0.002520641,0.001620546,0.0007096552,0.001439771,0.002279596,0.003360896,0.002499383,0.001546779],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008099556,"about_ca_system_score_gemma":0.004464253,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004178652,"about_ca_topic_score_gemma":0.00004395634,"domain_scores_codex":[0.9867951,0.000318378,0.003641933,0.00284106,0.003158351,0.003245142],"domain_scores_gemma":[0.9905464,0.001291663,0.00176353,0.003939097,0.0009723699,0.001486951],"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":[0.0002681082,0.00008946655,0.00009691672,0.0003697537,0.0004209169,0.0002983484,0.0114001,0.00008012017,0.0001725312,0.8891075,0.01465815,0.08303807],"study_design_scores_gemma":[0.002387458,0.0008708689,0.0003427798,0.001870238,0.0004291607,0.0004611199,0.001043797,0.01327074,0.008358249,0.116179,0.85043,0.004356612],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004381763,0.0004025231,0.03085473,0.003835768,0.002047839,0.003877233,0.001186099,0.001212433,0.9522016],"genre_scores_gemma":[0.2074216,0.00008837022,0.01230621,0.01492062,0.0009739273,0.0005686908,0.0002465148,0.0002446068,0.7632294],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8357719,"threshold_uncertainty_score":0.9998019,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02279232596164333,"score_gpt":0.2540983799374179,"score_spread":0.2313060539757745,"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."}}