{"id":"W2580336769","doi":"10.1016/j.ress.2007.07.006","title":"Reliable design space and complete single-loop reliability-based design optimization","year":2007,"lang":"en","type":"article","venue":"Reliability Engineering & System Safety","topic":"Probabilistic and Robust Engineering Design","field":"Decision Sciences","cited_by":197,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Simple (philosophy); Reliability (semiconductor); Limit (mathematics); Mathematical optimization; Point (geometry); Space (punctuation); Optimization problem; Loop (graph theory); State space; Mathematics; Conceptual design; Work (physics); Computer science; State (computer science); Algorithm; 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":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.02494973,0.0006840455,0.001102693,0.000537946,0.0003667389,0.0003087503,0.0008961077,0.0004485736,0.00004910219],"category_scores_gemma":[0.008982791,0.0005817161,0.0002341436,0.001777907,0.0002111691,0.0004502355,0.0001345032,0.0005034218,0.00008258619],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00107897,"about_ca_system_score_gemma":0.0002289231,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005235205,"about_ca_topic_score_gemma":0.000001019826,"domain_scores_codex":[0.9928541,0.0005621376,0.002231655,0.00158904,0.001686823,0.001076293],"domain_scores_gemma":[0.986386,0.009620359,0.0004171775,0.002089381,0.0008911067,0.0005960027],"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":[0.0002656004,0.00009794253,0.0003119179,0.0003045995,0.00001834732,0.00001724744,0.00009701025,0.9942085,0.001863279,0.002084434,0.0003306869,0.000400442],"study_design_scores_gemma":[0.000816615,0.0002649204,0.0009933637,0.0003062195,0.00005456086,0.00004022993,0.0001219922,0.9925411,0.001294871,0.0003180145,0.002579225,0.0006688384],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.001865754,0.0002905723,0.9933453,0.0002870813,0.001060892,0.001649439,0.00002574156,0.00100796,0.000467261],"genre_scores_gemma":[0.502606,0.000007440239,0.496954,0.00002733794,0.0001133892,0.00003588627,0.000008270761,0.00007440503,0.0001732543],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.5007402,"threshold_uncertainty_score":0.9996634,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06123648658483181,"score_gpt":0.2632736667795107,"score_spread":0.2020371801946789,"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."}}