{"id":"W2397142713","doi":"","title":"Detecting Emergent Behavior in Distributed Systems Caused by Overgeneralization.","year":2012,"lang":"en","type":"article","venue":"Software Engineering and Knowledge Engineering","topic":"Complex Network Analysis Techniques","field":"Physics and Astronomy","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Computer science; Distributed computing","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":[0.0001959692,0.0002658432,0.000283517,0.0001805045,0.0000587826,0.00004526298,0.00009617934,0.00006208691,0.00002920275],"category_scores_gemma":[0.00004134016,0.0002999057,0.00007063383,0.0004575343,0.000006377957,0.0001606314,0.00007494548,0.0002114258,0.000004109565],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008645061,"about_ca_system_score_gemma":0.000009758088,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009004032,"about_ca_topic_score_gemma":0.000002551328,"domain_scores_codex":[0.9988579,0.00001742122,0.0003269471,0.0002119841,0.00009334382,0.0004924575],"domain_scores_gemma":[0.9994898,0.00008230322,0.00004696536,0.0001786098,0.00003581966,0.0001664676],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000002719296,0.0002535794,0.7306419,0.0002178323,0.0001796596,0.000002289501,0.0006604833,0.249921,0.01022069,0.002600084,0.001560132,0.0037396],"study_design_scores_gemma":[0.0007935829,0.00004130852,0.05088755,0.0003646317,0.0001926628,0.000005560802,0.0001610551,0.9062002,0.006833962,0.000008158998,0.03287939,0.001631945],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4474276,0.003566182,0.5479773,0.000001392509,0.0004478131,0.0001610732,0.00003280762,0.0003702418,0.0000155252],"genre_scores_gemma":[0.9975289,0.00001380102,0.001633917,6.675088e-7,0.0004123146,0.0001729857,0.000121552,0.00005747261,0.00005845162],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6797544,"threshold_uncertainty_score":0.9999453,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008145317801078446,"score_gpt":0.2276495798130442,"score_spread":0.2195042620119657,"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."}}