{"id":"W2290384867","doi":"10.14288/1.0050614","title":"A stiffness model for plane stress analysis","year":2011,"lang":"en","type":"article","venue":"cIRcle (University of British Columbia)","topic":"Engineering Structural Analysis Methods","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"University of British Columbia","keywords":"Stress (linguistics); Stiffness; Computer science; Structural engineering; Engineering","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.00009035508,0.00005168887,0.0003457102,0.000108855,0.00006907047,0.00002608921,0.0002864302,0.00008837241,0.00007830089],"category_scores_gemma":[0.00001173055,0.0001820332,0.000240442,0.000507582,0.00005861706,0.0001596033,0.00003571607,0.00007969247,0.0000018219],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004046212,"about_ca_system_score_gemma":0.000009934844,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01375396,"about_ca_topic_score_gemma":0.1100135,"domain_scores_codex":[0.9993185,0.00001288674,0.0001150712,0.0002206668,0.0001201177,0.0002127151],"domain_scores_gemma":[0.9995056,0.00003196338,0.0000415088,0.0002409351,0.00008945318,0.00009052322],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.0000226292,0.00007346762,0.01144389,0.0005788321,0.003173556,0.00006765802,0.001310815,0.5163451,0.001588403,0.00001363449,0.000788083,0.4645939],"study_design_scores_gemma":[0.000204578,0.000006974074,0.5228853,0.0000168184,0.0004461193,0.000002471968,0.0001181777,0.4760072,0.00000643616,0.0001630583,0.000006186672,0.0001366357],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6978723,0.00005495017,0.3011511,0.000001514887,0.00004723701,0.00008261726,0.0003576507,0.000149823,0.000282816],"genre_scores_gemma":[0.9657609,0.00002850875,0.03378251,0.000002442304,0.00001159416,8.609658e-7,0.00004839569,0.00001778158,0.0003470014],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5114415,"threshold_uncertainty_score":0.9928135,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01564800456624851,"score_gpt":0.1807892408405113,"score_spread":0.1651412362742628,"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."}}