{"id":"W2135119492","doi":"","title":"Rough sets and infomorphisms: towards approximation of relations in distributed environments","year":2002,"lang":"en","type":"article","venue":"Fundamenta Informaticae","topic":"Rough Sets and Fuzzy Logic","field":"Computer Science","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Rough set; Set (abstract data type); Information system; Computer science; Mathematics; Theoretical computer science; Algebra over a field; Discrete mathematics; Data mining; Pure mathematics; Engineering","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":[],"consensus_categories":[],"category_scores_codex":[0.0001634064,0.0001061559,0.0001553474,0.0001074292,0.00006251398,0.00007766395,0.0002639597,0.00005657419,0.00009652143],"category_scores_gemma":[0.00003171814,0.00009478338,0.00002561511,0.0002738159,0.00006788813,0.001275655,0.0001893228,0.00009501017,0.00008814876],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007039656,"about_ca_system_score_gemma":0.000008694345,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001882565,"about_ca_topic_score_gemma":0.000001719769,"domain_scores_codex":[0.9989624,0.00002428155,0.0004746883,0.0001126882,0.0002421362,0.0001838057],"domain_scores_gemma":[0.9994377,0.00003849062,0.0001636371,0.0002915211,0.000009074782,0.00005950812],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00003777862,0.001739584,0.05843928,0.0005556449,0.000185492,0.00003328173,0.07741479,0.007607352,0.0002615513,0.1684441,0.01704493,0.6682363],"study_design_scores_gemma":[0.001428098,0.0001937793,0.1058074,0.00006881529,0.00001082313,0.00002547338,0.0003641603,0.8709123,0.0001642561,0.004978803,0.01574411,0.000301947],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4351327,0.0003078038,0.510561,0.00354322,0.0002872135,0.001288612,0.0001632136,0.0001461893,0.04857004],"genre_scores_gemma":[0.9668088,0.00006279815,0.03276391,0.0002409932,0.000004606056,0.00002176536,0.00004851853,0.000003183404,0.00004542424],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.863305,"threshold_uncertainty_score":0.3865154,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02374613452979048,"score_gpt":0.2173961277440722,"score_spread":0.1936499932142817,"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."}}