{"id":"W4385507374","doi":"10.1121/10.0020273","title":"Relative importance and interactions of parameters of finite-element models of human middle ear","year":2023,"lang":"en","type":"article","venue":"The Journal of the Acoustical Society of America","topic":"Acoustic Wave Phenomena Research","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada; Canada Foundation for Innovation","keywords":"Sobol sequence; Finite element method; Footplate; Middle ear; Stapes; Sensitivity (control systems); Vibration; Modulus; Young's modulus; Structural engineering; Mathematics; Acoustics; Materials science; Physics; Engineering; Geometry; Mechanical engineering; Composite material; Anatomy; Medicine","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":[0.000691473,0.00009943201,0.0003699946,0.00004332474,0.00005462767,0.000002938401,0.0003502591,0.00003523089,0.00003000691],"category_scores_gemma":[0.0002471419,0.00006169892,0.0002288705,0.0003864746,0.0006953874,0.0000909829,0.0001589096,0.0003970807,5.474416e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005647578,"about_ca_system_score_gemma":0.00003407932,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003530565,"about_ca_topic_score_gemma":5.304919e-7,"domain_scores_codex":[0.9985746,0.00008840038,0.0006416864,0.00005835146,0.0004564892,0.0001805016],"domain_scores_gemma":[0.9976425,0.001417492,0.0004487615,0.0002389092,0.000195961,0.00005637222],"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":[0.00005912783,0.00009176035,0.0002213652,0.0002729773,0.0006185743,4.951594e-7,0.004604152,0.8872307,0.103148,0.0000426664,0.002796083,0.0009140451],"study_design_scores_gemma":[0.0002977871,0.0003279165,0.0009396539,0.0001914819,0.0002103678,0.000004123424,0.006745072,0.9799677,0.005394104,0.005839583,0.00001274526,0.00006945742],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6366297,0.0003184571,0.3615177,0.0007343555,0.00009632548,0.0002223269,0.00006652239,0.00001379411,0.0004008067],"genre_scores_gemma":[0.9839181,0.0004850385,0.01548731,0.00002261679,0.00002008291,0.00000129502,5.589407e-7,0.00001616127,0.00004878854],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3472885,"threshold_uncertainty_score":0.2562184,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04938828410532345,"score_gpt":0.2898312081291531,"score_spread":0.2404429240238297,"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."}}