{"id":"W2068661531","doi":"10.1109/iciea.2011.5975608","title":"On the concept of the resilient machine","year":2011,"lang":"en","type":"article","venue":"","topic":"Radiation Effects in Electronics","field":"Engineering","cited_by":35,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Computer science; Robustness (evolution); Machine design; Architecture; Abstract state machines; Finite-state machine; Programming language; 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":[0.001602539,0.001186704,0.0007982235,0.00149294,0.001151173,0.001753099,0.001790609,0.001926415,0.006226934],"category_scores_gemma":[0.00252782,0.0005508557,0.0009856491,0.001038573,0.007173135,0.007958271,0.002626304,0.00388992,0.001756908],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001009959,"about_ca_system_score_gemma":0.0007509931,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003269759,"about_ca_topic_score_gemma":0.0001938003,"domain_scores_codex":[0.9983752,0.0003833047,0.0000809365,0.0003662465,0.0006173609,0.0001769587],"domain_scores_gemma":[0.9985653,0.000653595,0.0001336829,0.0002871758,0.000269444,0.00009086057],"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":[0.00002649635,0.00000878786,0.00004550531,0.00009665047,0.000008042773,0.00006976313,0.000149376,0.005211337,0.002218745,0.9748604,0.001492787,0.01581212],"study_design_scores_gemma":[0.00002558362,0.0001470434,0.000115033,0.0001405846,0.00002781791,0.0003935164,0.00007952484,0.02610876,0.005334541,0.8219022,0.1456634,0.0000620764],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.006823384,0.004533509,0.9524955,0.001762774,0.0008725959,0.00007971158,0.00006974622,0.0004210734,0.03294171],"genre_scores_gemma":[0.4093348,0.01201047,0.5390642,0.004148806,0.003097865,0.0007515653,0.0002418645,0.0004115713,0.03093877],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006226934,"threshold_uncertainty_score":0.02083117,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006846625274058909,"score_gpt":0.1803850902836238,"score_spread":0.1735384650095649,"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."}}