{"id":"W2162780797","doi":"10.1109/cec.2011.5949774","title":"Fault identification with binary adaptive fireflies in parallel and distributed systems","year":2011,"lang":"en","type":"article","venue":"","topic":"Viral Infectious Diseases and Gene Expression in Insects","field":"Biochemistry, Genetics and Molecular Biology","cited_by":52,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Computer science; Identification (biology); Convergence (economics); Task (project management); Set (abstract data type); Ant colony; Distributed computing; Binary search algorithm; Artificial immune system; Binary number; Fault tolerance; Fault (geology); Theoretical computer science; Artificial intelligence; Ant colony optimization algorithms; Search algorithm; Algorithm; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001592368,0.0004321276,0.0007605771,0.0008538711,0.0003913697,0.0004648266,0.0008989696,0.0006826512,0.0005006908],"category_scores_gemma":[0.003787944,0.0003001398,0.0004969143,0.0004241113,0.000728805,0.0007008858,0.0005632981,0.0005904785,0.0001065609],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000889857,"about_ca_system_score_gemma":0.0005884876,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003472994,"about_ca_topic_score_gemma":0.001460842,"domain_scores_codex":[0.9996427,0.0001291863,0.00001853765,0.00005407065,0.0001045622,0.00005086274],"domain_scores_gemma":[0.9987319,0.0006821991,0.0002320516,0.0001042404,0.0001824271,0.00006721794],"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":[0.0001718364,0.00009553369,0.00259011,0.00003951498,0.00004557307,0.0000562151,0.00009479603,0.9437857,0.008059937,0.004210507,0.000281142,0.04056909],"study_design_scores_gemma":[0.00001499232,0.00002951078,0.0001872832,0.000002472072,0.000004563396,0.00001695722,0.000006958082,0.9974036,0.001115254,0.001103869,0.0001105628,0.000003970445],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2237088,0.0003005717,0.7735631,0.000242237,0.00004715901,0.0000750089,0.00001967076,0.0005817446,0.00146183],"genre_scores_gemma":[0.8371387,0.00008540005,0.1615889,0.00005870076,0.00001727144,0.00006125314,0.00002692375,0.00003250872,0.0009902745],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003472994,"threshold_uncertainty_score":0.008421361,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01792457694858184,"score_gpt":0.2332544305414447,"score_spread":0.2153298535928629,"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."}}