{"id":"W1967272437","doi":"10.1016/j.jfluidstructs.2013.09.009","title":"Nonlinear multimodal model for TLD of irregular tank geometry and small fluid depth","year":2013,"lang":"en","type":"article","venue":"Journal of Fluids and Structures","topic":"Vibration Control and Rheological Fluids","field":"Engineering","cited_by":17,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University; Rowan Williams Davies & Irwin (Canada)","funders":"Natural Sciences and Engineering Research Council of Canada; McMaster University","keywords":"Geometry; Nonlinear system; Mathematics; Mechanics; Physics","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":[0.0001456566,0.0001277203,0.0003340299,0.00009899151,0.00004387007,0.00003650235,0.00008788944,0.0001230494,0.00002777352],"category_scores_gemma":[0.00006578699,0.00008349427,0.000100314,0.00004740163,0.00006724928,0.0001386287,0.00001864681,0.0001282729,1.881105e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006295578,"about_ca_system_score_gemma":0.00001431981,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000470933,"about_ca_topic_score_gemma":0.000002799744,"domain_scores_codex":[0.9992154,0.00001453849,0.0004413405,0.00008391342,0.0001041532,0.0001406246],"domain_scores_gemma":[0.9995182,0.00007318109,0.00006107325,0.0000725355,0.0001558934,0.0001191826],"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":[0.0002359395,0.00006852594,0.008242686,0.0004131441,0.0006010591,0.000008494125,0.0005145437,0.08507212,0.7563036,0.006587608,0.004642613,0.1373096],"study_design_scores_gemma":[0.001127624,0.0002423588,0.0232828,0.00001717304,0.0000353394,0.00003995823,0.00003482963,0.9644206,0.005161854,0.0052898,0.0002281959,0.0001195168],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8541657,0.004231439,0.1411431,0.00009597089,0.0001653771,0.0001175683,0.00001564584,0.00001181078,0.00005342283],"genre_scores_gemma":[0.948983,0.0005921843,0.05009405,0.00006355192,0.0002142574,0.000002091747,0.000001759585,0.00001200704,0.00003707049],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8793485,"threshold_uncertainty_score":0.3404797,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01138258736534585,"score_gpt":0.214466663757609,"score_spread":0.2030840763922632,"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."}}