{"id":"W7090440871","doi":"10.5281/zenodo.17337906","title":"Examining Different Methods Based on Reliability Index and Model Simulation in Estimating the Failure","year":2023,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Plant Gene Expression Analysis","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"ASTER","funders":"","keywords":"Reliability (semiconductor); Benchmark (surveying); Sampling (signal processing); Monte Carlo method; Importance sampling; Truss","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":[0.01252443,0.001032139,0.0008834907,0.002895408,0.0004039807,0.0008673564,0.001003501,0.0009496775,0.0006888066],"category_scores_gemma":[0.05638151,0.0004370871,0.001075532,0.001535655,0.0007812835,0.001676664,0.001033024,0.0008648678,0.0001853533],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000689791,"about_ca_system_score_gemma":0.001109682,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005179924,"about_ca_topic_score_gemma":0.005263366,"domain_scores_codex":[0.9936823,0.004241817,0.0002177228,0.0005135943,0.001216403,0.0001281647],"domain_scores_gemma":[0.9427526,0.04909263,0.001680803,0.002868465,0.003377455,0.000227944],"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":[0.0007233479,0.0002876574,0.03705573,0.0005431309,0.0008754472,0.00006512715,0.0004218565,0.6990897,0.004811836,0.01605614,0.0005872567,0.2394828],"study_design_scores_gemma":[0.00002284033,0.0002719636,0.003155148,0.00004994133,0.0000791913,0.00006466395,0.0000575188,0.9900727,0.002708297,0.002866017,0.0006192378,0.00003246647],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1906483,0.002179454,0.8034188,0.0002652641,0.00007644496,0.0001499303,0.00009433384,0.0005216338,0.002645827],"genre_scores_gemma":[0.7383676,0.001247681,0.2589566,0.00007290077,0.00007292977,0.0002117978,0.0002535904,0.0002010737,0.0006158096],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01252443,"threshold_uncertainty_score":0.06623626,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04957265376329697,"score_gpt":0.3142598243959183,"score_spread":0.2646871706326213,"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."}}