{"id":"W7026462566","doi":"","title":"Advanced damage tolerance and risk assessment methodology and tool for aircraft structures containing MSD/MED","year":2010,"lang":"en","type":"article","venue":"NPARC","topic":"Prenatal Screening and Diagnostics","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Damage tolerance; Monte Carlo method; Risk assessment; Residual strength; Finite element method; Residual; Aero engine; Structural failure; Failure assessment","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001193186,0.0007195275,0.0004500613,0.001504252,0.0003688675,0.0005480476,0.001206357,0.0005813335,0.003245263],"category_scores_gemma":[0.002486131,0.000373597,0.0006135306,0.0004170243,0.0003746345,0.0008308811,0.0006129605,0.000570568,0.0005006305],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006722362,"about_ca_system_score_gemma":0.0009340076,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003117731,"about_ca_topic_score_gemma":0.002824684,"domain_scores_codex":[0.9993057,0.0001292992,0.00003545338,0.00006839438,0.0004347497,0.00002641946],"domain_scores_gemma":[0.9989429,0.0004050071,0.0001227946,0.0001277906,0.0003769571,0.00002464703],"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":[0.00005386222,0.00007505163,0.002460754,0.0002037878,0.00006176358,0.0001566542,0.0001998933,0.5748321,0.02327718,0.02509013,0.002506891,0.371082],"study_design_scores_gemma":[0.00001347705,0.00008090108,0.0008559719,0.00002608187,0.00001473647,0.00024337,0.00002883841,0.9742133,0.007565374,0.007099221,0.009831039,0.00002772586],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.006223205,0.0001005316,0.9915491,0.00004402171,0.00001063384,0.00004745591,0.00006959566,0.0006123863,0.001343017],"genre_scores_gemma":[0.1633024,0.000275846,0.8323345,0.00004222073,0.00002532274,0.0002469934,0.0002580234,0.0001521791,0.00336256],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.003245263,"threshold_uncertainty_score":0.01085651,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02727771193153755,"score_gpt":0.3455409639319655,"score_spread":0.3182632520004279,"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."}}