{"id":"W7074607129","doi":"","title":"A dynamic model for ice-induced vibration of structures","year":2006,"lang":"en","type":"article","venue":"NPARC","topic":"Photonic Crystal and Fiber Optics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Vibration; Randomness; Field (mathematics); Mechanism (biology); Random vibration; Field strength","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00001690932,0.00005122463,0.00006860449,0.00002311583,0.00001270877,0.000005508886,0.00004143692,0.00003828321,0.000009724829],"category_scores_gemma":[0.000002379031,0.00004968984,0.00002884922,0.00003360042,0.000006051961,0.000038724,0.000005330657,0.00003142729,4.723119e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001950612,"about_ca_system_score_gemma":0.000008156449,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001803494,"about_ca_topic_score_gemma":0.00002052855,"domain_scores_codex":[0.9997186,0.000001076402,0.00009851918,0.00005034988,0.0000479263,0.00008353307],"domain_scores_gemma":[0.9998744,0.000009796486,0.00001344953,0.00007500342,0.00001569639,0.00001170301],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000006250415,0.000004896316,0.000002215027,0.00004415743,0.000005139755,1.071265e-7,0.00007415983,0.1842109,0.8096559,0.005068515,0.0001379681,0.0007897621],"study_design_scores_gemma":[0.0001418113,0.00001412078,0.0001498122,0.000003149028,0.000005769333,6.538583e-7,0.000006458971,0.9131272,0.02455276,0.06190892,0.00003756219,0.00005181536],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8058852,0.0000158155,0.1900123,0.00001529314,0.00006284141,0.0001120155,0.00003642906,0.00006583021,0.003794306],"genre_scores_gemma":[0.9841329,0.000001448219,0.01573933,0.000004699953,0.00001313749,0.00001025015,0.000018018,0.00001162433,0.00006856799],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7851031,"threshold_uncertainty_score":0.2026293,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009611755699545194,"score_gpt":0.2150213710955701,"score_spread":0.2054096153960249,"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."}}