{"id":"W4210858294","doi":"10.1016/j.ultsonch.2022.105948","title":"An enhanced, rational model to study acoustic vaporization dynamics of a bubble encapsulated within a nonlinearly elastic shell","year":2022,"lang":"en","type":"article","venue":"Ultrasonics Sonochemistry","topic":"Ultrasound and Hyperthermia Applications","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Vaporization; Bubble; Supercritical fluid; Mechanics; Equation of state; Materials science; Thermal; Elasticity (physics); Sound pressure; Vapor pressure; Shell (structure); Thermodynamics; Sonochemistry; Acoustics; Physics; Composite material","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002436929,0.0008287173,0.0006677235,0.0005463439,0.000446593,0.0007535366,0.001163293,0.002128704,0.002778445],"category_scores_gemma":[0.0006875759,0.0004714468,0.000729332,0.0003488051,0.0009956715,0.001123628,0.0007125604,0.0009000641,0.0005993868],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000767748,"about_ca_system_score_gemma":0.0008187777,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007448261,"about_ca_topic_score_gemma":0.004094952,"domain_scores_codex":[0.9998933,0.00002764865,0.000003864264,0.00002366932,0.0000286962,0.00002283575],"domain_scores_gemma":[0.9998257,0.00007668429,0.00003773138,0.00001338659,0.00003217523,0.00001431244],"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":[0.00004918331,0.00005679035,0.0003970484,0.0001145683,0.00001934139,0.0003736847,0.0001279661,0.9107379,0.01326122,0.07232216,0.0005565296,0.001983677],"study_design_scores_gemma":[0.00000964689,0.00001411359,0.0001000005,0.000003497029,0.000004317097,0.00002285143,0.000009404209,0.9964463,0.0002704819,0.002463009,0.000650257,0.000006112028],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1987845,0.00196221,0.7069559,0.001757089,0.0002757831,0.0002159898,0.0007010248,0.0003189961,0.08902839],"genre_scores_gemma":[0.8955569,0.00128052,0.04185017,0.0002890824,0.0001443225,0.0006039617,0.0003134887,0.0001499032,0.05981151],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007448261,"threshold_uncertainty_score":0.01480979,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007520964496729602,"score_gpt":0.226293071782341,"score_spread":0.2187721072856114,"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."}}