{"id":"W2018433689","doi":"10.1115/1.1451167","title":"Probabilistic Assessment of Structures using Monte Carlo Simulations","year":2002,"lang":"en","type":"article","venue":"Applied Mechanics Reviews","topic":"Probabilistic and Robust Engineering Design","field":"Decision Sciences","cited_by":62,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Probabilistic logic; Czech; Computer science; Order (exchange); Curiosity; Operations research; Psychology; Mathematics; Artificial intelligence; Philosophy; Social psychology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001678856,0.0002170066,0.0006848357,0.0001638922,0.0001125579,0.0000591177,0.0005758549,0.0000982635,0.0005961141],"category_scores_gemma":[0.001299352,0.0001505328,0.0001543994,0.0007664829,0.00003346631,0.00008082362,0.0001094208,0.0001667448,0.00003680045],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008330207,"about_ca_system_score_gemma":0.00004082766,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005398962,"about_ca_topic_score_gemma":0.000003621291,"domain_scores_codex":[0.9972354,0.0001238293,0.001168653,0.000452722,0.0007702275,0.0002491336],"domain_scores_gemma":[0.9977883,0.0005515955,0.0004697483,0.0009040025,0.0001798517,0.000106546],"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":[0.000002122122,0.00006629246,0.00001022193,0.00008910789,0.00001844014,0.000001141598,0.0001530539,0.5845098,0.003761573,0.3888755,0.001056388,0.02145633],"study_design_scores_gemma":[0.0001579367,0.00002386031,0.0000249764,0.00003710877,0.0000562125,0.000003390509,0.00002418372,0.8843256,0.00007068214,0.1032874,0.01181105,0.0001775959],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.003936084,0.002995711,0.9891467,0.00003491412,0.0003530039,0.001438508,0.00002867076,0.00004985207,0.002016556],"genre_scores_gemma":[0.9025083,0.0002208689,0.09698503,0.00005263542,0.00005113178,0.00003173134,0.000001539699,0.00001906579,0.0001296893],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8985722,"threshold_uncertainty_score":0.6527031,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2555689697208586,"score_gpt":0.394674210730377,"score_spread":0.1391052410095183,"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."}}