{"id":"W2040966540","doi":"10.1109/icsmc.2006.384378","title":"Application of artificial immune algorithms in multiple sensor system","year":2006,"lang":"en","type":"article","venue":"","topic":"Artificial Immune Systems Applications","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor","funders":"","keywords":"Artificial immune system; Computer science; Algorithm; Artificial intelligence; Computational complexity theory; Machine learning","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":[0.0007896544,0.0003360731,0.0006650958,0.0004551091,0.0003407558,0.000541542,0.0006644216,0.0009758287,0.001031107],"category_scores_gemma":[0.001690748,0.0001749637,0.0004367824,0.0004227873,0.0005657389,0.0007671111,0.0007011079,0.0006306114,0.000175151],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003416715,"about_ca_system_score_gemma":0.0003150345,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006394437,"about_ca_topic_score_gemma":0.0003475123,"domain_scores_codex":[0.9993944,0.0002676465,0.00002579864,0.00008287814,0.0001853528,0.00004380677],"domain_scores_gemma":[0.9995589,0.0002336428,0.00004755564,0.00003563978,0.0001064479,0.00001783027],"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":[0.000103934,0.00008512753,0.000913282,0.0001347644,0.0001143524,0.0002865741,0.0001350971,0.7867337,0.01272483,0.05159258,0.001499159,0.1456766],"study_design_scores_gemma":[0.000008157097,0.00003939693,0.000102503,0.000004842544,0.000007995373,0.00005687839,0.00001048286,0.990198,0.001511072,0.006751442,0.001301977,0.000007322532],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02688426,0.001167939,0.9667534,0.0003820898,0.0001262076,0.00002974927,0.000006857853,0.0002349158,0.004414554],"genre_scores_gemma":[0.7941652,0.001033192,0.2008784,0.0002480499,0.0001201909,0.00008120543,0.00001728696,0.00003413593,0.003422349],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001031107,"threshold_uncertainty_score":0.00417614,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00987384819896633,"score_gpt":0.2090192189951836,"score_spread":0.1991453707962173,"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."}}