{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007121262,0.00003910958,0.00003481403,0.000008139896,0.00001873734,0.00000163887,0.0001425821,0.00001615349,0.000392705],"category_scores_gemma":[0.00003117893,0.00001807152,0.00002375108,0.00006223322,0.00002523925,0.00001064576,0.000008621388,0.00008166195,0.00001867448],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000209451,"about_ca_system_score_gemma":0.000004691266,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001549442,"about_ca_topic_score_gemma":0.00001482296,"domain_scores_codex":[0.999742,0.00002183729,0.0000600876,0.00003280378,0.00007020775,0.00007309376],"domain_scores_gemma":[0.9996613,0.00008892866,0.00001106704,0.0002245378,0.000006175664,0.00000796104],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000005350552,0.00002314999,0.0001249725,0.000006413155,0.0000377689,1.896698e-7,0.001142019,0.2455052,0.0008535506,0.7304392,0.0188653,0.002996915],"study_design_scores_gemma":[0.0002859169,0.0001376389,0.01066937,0.00001691453,0.00001595022,0.000002018018,0.00005688701,0.4674122,0.5048919,0.008865871,0.007488136,0.0001572536],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6465724,0.0003491068,0.002817101,0.0002720818,0.00049972,0.0003111348,0.000003990356,0.0001475212,0.349027],"genre_scores_gemma":[0.9993982,0.000002473088,0.00004964447,0.0001226536,0.000008626148,0.000004058826,1.627269e-7,0.000007253113,0.000406938],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7215734,"threshold_uncertainty_score":0.4299845,"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."}}