{"id":"W4298284286","doi":"","title":"Fault Diagnosis in Fuzzy Discrete Event System: Incomplete Models and Learning","year":2015,"lang":"en","type":"article","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Petri Nets in System Modeling","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Tech University","funders":"","keywords":"Fault (geology); Event (particle physics); Fuzzy logic; Computer science; Artificial intelligence; Discrete event simulation; Machine learning; Simulation; Geology; Seismology; Physics","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":[0.00874967,0.0002222378,0.0003190333,0.0002660031,0.0002742074,0.0004579406,0.001304494,0.000105875,0.000001986975],"category_scores_gemma":[0.0009849914,0.0002276384,0.00006793469,0.0007556181,0.00008958454,0.0007520395,0.001140713,0.0003726609,0.00002215441],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002427681,"about_ca_system_score_gemma":0.0001329015,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001547349,"about_ca_topic_score_gemma":0.0007181258,"domain_scores_codex":[0.9925437,0.005287236,0.0005509901,0.0006787673,0.0005447894,0.0003945204],"domain_scores_gemma":[0.9962102,0.0011375,0.0002811223,0.001251067,0.0008484917,0.0002715752],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001555994,0.0003297938,0.02236924,0.000281132,0.00005464156,0.00004626042,0.05913235,0.05181673,0.0005479688,0.7786282,0.0005404291,0.08623772],"study_design_scores_gemma":[0.0006486467,8.33255e-7,0.000678597,0.001162262,0.000006595393,0.0000327685,0.0005151008,0.9900709,0.0009384651,0.003854098,0.00180345,0.000288257],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1245015,0.001358293,0.8479583,0.002675949,0.0001529331,0.0002741187,0.000004258896,0.0003080172,0.02276662],"genre_scores_gemma":[0.9221741,0.0001067293,0.07683876,0.00003798169,0.00001235447,0.0000835566,0.00001289763,0.00002079533,0.000712805],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9382542,"threshold_uncertainty_score":0.9282825,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03001356956358276,"score_gpt":0.2462157211022134,"score_spread":0.2162021515386307,"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."}}