{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001527291,0.000274973,0.0004584014,0.001027501,0.0003550439,0.0005579431,0.0006036587,0.0005811445,0.0005220999],"category_scores_gemma":[0.02170193,0.0001909191,0.0002581663,0.000684595,0.0006699762,0.001582851,0.0009598292,0.0008984404,0.0001024252],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004883194,"about_ca_system_score_gemma":0.0003519774,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001717199,"about_ca_topic_score_gemma":0.002072642,"domain_scores_codex":[0.9990758,0.0003536276,0.00004902364,0.0001967804,0.0002191531,0.0001055533],"domain_scores_gemma":[0.9835004,0.01010316,0.002924855,0.001991482,0.000996802,0.000483318],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001091199,0.0005225071,0.2608838,0.0003929838,0.0005961403,0.002194586,0.002589155,0.3492877,0.08520053,0.03799917,0.005269898,0.2539723],"study_design_scores_gemma":[0.00001511686,0.00009467081,0.03162407,0.00001449695,0.00004018559,0.0003924262,0.0003912496,0.9117264,0.005243346,0.0497907,0.0006491937,0.00001806193],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7291069,0.0002706164,0.2672996,0.0004288784,0.00002705533,0.00006871077,0.0001988851,0.0008248301,0.001774602],"genre_scores_gemma":[0.9850906,0.00005577722,0.01443036,0.00004317634,0.00001282825,0.00002381292,0.0001351547,0.00002590421,0.0001823994],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001717199,"threshold_uncertainty_score":0.008077204,"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."}}