{"id":"W2612825179","doi":"10.1016/s1474-6670(17)30738-3","title":"Hierarchical distributed diagnosis under global consistency","year":2004,"lang":"en","type":"article","venue":"IFAC Proceedings Volumes","topic":"Petri Nets in System Modeling","field":"Computer Science","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Consistency (knowledge bases); Computer science; Hierarchical database model; Data mining; Theoretical computer science; Artificial intelligence","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"],"consensus_categories":[],"category_scores_codex":[0.0003103115,0.0002887683,0.0003416716,0.00009538263,0.000298355,0.0005291139,0.00137001,0.0001691212,0.00001185305],"category_scores_gemma":[0.0002541579,0.0002801726,0.0001414905,0.001151104,0.0001659789,0.0009317675,0.0005462924,0.0002383155,0.0001390489],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005031468,"about_ca_system_score_gemma":0.0002320954,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008485867,"about_ca_topic_score_gemma":0.000009675036,"domain_scores_codex":[0.9974228,0.00001312508,0.0004732432,0.0007774807,0.0006510838,0.0006623155],"domain_scores_gemma":[0.9988669,0.00005680294,0.000161124,0.0003329473,0.0003052966,0.0002769237],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001516205,0.0003588689,0.06413737,0.000105089,0.0001037884,0.00004460016,0.0008171484,0.001764293,0.000364228,0.9104747,0.004335819,0.017479],"study_design_scores_gemma":[0.006464599,0.0009449861,0.101097,0.001314758,0.0001408313,0.001408729,0.00110942,0.08369047,0.008070059,0.7742142,0.01780465,0.003740345],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5080531,0.0007146701,0.4787253,0.005206528,0.0007215691,0.0003369133,0.00004693233,0.001051662,0.005143305],"genre_scores_gemma":[0.9510957,0.00003302337,0.04810297,0.000475281,0.0001445987,0.0000853933,0.000005108288,0.00001462287,0.00004331229],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4430426,"threshold_uncertainty_score":0.9999651,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02089992636437722,"score_gpt":0.2586154645791613,"score_spread":0.2377155382147841,"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."}}