{"id":"W4210483184","doi":"10.1115/imece2021-74492","title":"Simulation of Wave Propagation in Biomimetic Porous Scaffold Using Artificial Neural Network","year":2021,"lang":"en","type":"article","venue":"","topic":"Advanced Computational Techniques in Science and Engineering","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Tortuosity; Porous medium; Biot number; Wave propagation; Reflection (computer programming); Poromechanics; Acoustics; Porosity; Mechanics; Ultrasonic sensor; Transmission (telecommunications); Materials science; Computer science; Physics; Optics; Telecommunications","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003167236,0.0005294381,0.0004080334,0.0004150195,0.0002949703,0.0004690523,0.0005597982,0.001219088,0.001070705],"category_scores_gemma":[0.0007718605,0.0002674951,0.0004333389,0.0003508247,0.0003977607,0.000370643,0.0003343204,0.0003983494,0.00008602371],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005105318,"about_ca_system_score_gemma":0.0004685114,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01027988,"about_ca_topic_score_gemma":0.004541013,"domain_scores_codex":[0.9998921,0.00002941149,0.000008707893,0.00002051742,0.00002939587,0.0000198302],"domain_scores_gemma":[0.9995348,0.0002995433,0.00004322344,0.00001740592,0.0000856199,0.00001934525],"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":[0.00002306806,0.00001908621,0.0004678197,0.00001263579,0.000006651829,0.0000272273,0.000008189352,0.9966862,0.0007737682,0.0001796466,0.00003607912,0.00175954],"study_design_scores_gemma":[8.188994e-7,0.000004248801,0.00004215799,5.959694e-7,5.901e-7,9.241803e-7,0.000001492712,0.9997635,0.0001443509,0.00002918924,0.00001143688,6.862157e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7432913,0.0003815638,0.2457876,0.0003394923,0.0001154308,0.00007040467,0.0002132051,0.0005970678,0.009203875],"genre_scores_gemma":[0.9829491,0.00009195416,0.01535522,0.00002732838,0.000004555911,0.00005941963,0.00008395237,0.000009419797,0.001419002],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01027988,"threshold_uncertainty_score":0.02044004,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05093564369551236,"score_gpt":0.3038703474615005,"score_spread":0.2529347037659882,"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."}}