{"id":"W3134949945","doi":"10.1002/eqe.3442","title":"An empirical transcendental hysteresis model for structural systems with pinching and degradation","year":2021,"lang":"en","type":"article","venue":"Earthquake Engineering & Structural Dynamics","topic":"Wood Treatment and Properties","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Northern British Columbia","funders":"Ministerstvo Kultury","keywords":"Hysteresis; Inverse trigonometric functions; Piecewise; Structural engineering; Schematic; Shear (geology); Engineering; Mathematics; Mathematical analysis; Materials science; Physics; Electronic engineering","routes":{"ca_aff":true,"ca_fund":false,"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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00003526875,0.0002962825,0.0002586747,0.00006569945,0.0001163634,0.000198264,0.0000829966,0.00009497278,0.000002392897],"category_scores_gemma":[0.000006013484,0.0002475703,0.00005377284,0.0001010859,0.00002067779,0.0004000881,0.000009868159,0.0001524151,4.641371e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008761149,"about_ca_system_score_gemma":0.00002009054,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001294548,"about_ca_topic_score_gemma":0.0001864557,"domain_scores_codex":[0.9990451,0.00001408214,0.0002134347,0.0002610648,0.0001528205,0.0003134898],"domain_scores_gemma":[0.9996035,0.00003394,0.00002202998,0.0001858012,0.00004558432,0.0001092107],"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":[0.00003236775,0.000003501513,0.00514439,0.0003172842,0.0001399104,0.00001228076,0.0007368028,0.9570905,0.0007355491,0.0005319175,0.000004392211,0.03525113],"study_design_scores_gemma":[0.0005152441,0.0000667307,0.1117118,0.00004563713,0.00005207413,0.0001047769,0.0001146304,0.8868508,0.0001781492,0.00004407797,0.000008146599,0.0003079552],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9350536,0.0006195956,0.06332827,0.00002111784,0.0002892444,0.0002278257,0.0001190543,0.000330152,0.0000111178],"genre_scores_gemma":[0.9892629,0.00001571885,0.01009892,0.000005390083,0.00008458053,0.00002353018,0.0003654129,0.00007129156,0.00007221319],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1065674,"threshold_uncertainty_score":0.9999977,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01083382762281478,"score_gpt":0.2174079981717623,"score_spread":0.2065741705489475,"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."}}