{"id":"W2333098343","doi":"10.2514/6.2014-1526","title":"Calculation of Equivalent Initial Flaw Size Distributions for Multiple Site Damage","year":2014,"lang":"en","type":"article","venue":"55th AIAA/ASME/ASCE/AHS/ASC Structures, Structural Dynamics, and Materials Conference","topic":"Probabilistic and Robust Engineering Design","field":"Decision Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada","funders":"","keywords":"Computer science; Materials science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0007820343,0.000449639,0.0005845914,0.001083437,0.0001839374,0.0004780411,0.0008526738,0.0004883161,0.001632588],"category_scores_gemma":[0.002117855,0.0004107534,0.000497478,0.0004580803,0.0002883375,0.0005651563,0.0004216523,0.0003904427,0.0002301738],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009730078,"about_ca_system_score_gemma":0.0009976579,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003007518,"about_ca_topic_score_gemma":0.003740211,"domain_scores_codex":[0.9996848,0.00004901574,0.00001686883,0.00004390115,0.0001754561,0.00002994601],"domain_scores_gemma":[0.9991513,0.0004212666,0.000142269,0.00007270351,0.0001882385,0.00002421546],"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":[0.00001245067,0.00001372675,0.0006612259,0.00002168784,0.000006230563,0.00003846701,0.00001573732,0.9801002,0.003076483,0.002516739,0.0001198555,0.01341725],"study_design_scores_gemma":[0.000003040477,0.000009961329,0.0004359698,0.000002716223,0.000002139063,0.00001740507,0.000002987373,0.9969709,0.001493287,0.0008386429,0.0002184483,0.000004438084],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.06131218,0.00004234298,0.9349763,0.00001922416,0.000007010455,0.00008032672,0.000135893,0.0003237964,0.003103013],"genre_scores_gemma":[0.7707594,0.00008844419,0.2266498,0.00002083682,0.000006484068,0.0002201113,0.0002694443,0.0001961491,0.001789203],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003007518,"threshold_uncertainty_score":0.007059634,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04752229187363993,"score_gpt":0.325166752635382,"score_spread":0.2776444607617421,"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."}}