{"id":"W4224998933","doi":"10.1142/s1758825122500302","title":"A New Expression of Internal Stiffness for Load Path Analysis in Structures","year":2022,"lang":"en","type":"article","venue":"International Journal of Applied Mechanics","topic":"Structural Health Monitoring Techniques","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Stiffness; Path (computing); Expression (computer science); Scalar (mathematics); Point (geometry); Load bearing; Internal stress; Displacement (psychology); Computer science; Structural engineering; Mathematics; Geometry; Engineering; Materials science","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":[0.0002965865,0.0001105956,0.0002765431,0.0005227146,0.00002170515,0.00001432516,0.0005922737,0.00004577418,0.00008475388],"category_scores_gemma":[0.00002584084,0.0001071161,0.0001400946,0.0002521484,0.000004109927,0.00006545456,0.0001055889,0.0002933797,1.055301e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005236174,"about_ca_system_score_gemma":0.0001052316,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003769567,"about_ca_topic_score_gemma":0.000007356845,"domain_scores_codex":[0.998511,0.000012198,0.0005929115,0.00009752415,0.0006564514,0.0001299058],"domain_scores_gemma":[0.9992599,0.00007969963,0.0003109238,0.0001027004,0.0001850827,0.00006163746],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.003503795,0.00009271323,0.0004305943,0.0001610216,0.001287382,0.00006553571,0.003425922,0.4759105,0.2224001,0.06233099,0.003058653,0.2273328],"study_design_scores_gemma":[0.005743486,0.0004990781,0.01008325,0.0002623509,0.0003849153,0.0001512562,0.001548156,0.0912065,0.5038706,0.3789523,0.006573652,0.0007244587],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7323968,0.000167236,0.2646158,0.00003550444,0.002371325,0.0002084071,0.00006018016,0.00004805748,0.00009674609],"genre_scores_gemma":[0.9611789,0.00002625923,0.0384964,0.00002376106,0.000231706,0.00001508649,0.000004874714,0.00001840399,0.000004617486],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.384704,"threshold_uncertainty_score":0.4368068,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01188101470298107,"score_gpt":0.285123758551567,"score_spread":0.2732427438485859,"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."}}