{"id":"W3112456135","doi":"10.1016/j.ultsonch.2020.105405","title":"Nonlinear dynamics and bifurcation structure of ultrasonically excited lipid coated microbubbles","year":2020,"lang":"en","type":"article","venue":"Ultrasonics Sonochemistry","topic":"Ultrasound and Hyperthermia Applications","field":"Engineering","cited_by":53,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University; St. Michael's Hospital","funders":"Natural Sciences and Engineering Research Council of Canada; Canadian Institutes of Health Research; Terry Fox Foundation","keywords":"Bifurcation; Cavitation; Oscillation (cell signaling); Materials science; Resonance (particle physics); Tension (geology); Nonlinear system; Amplitude; Ambient pressure; Excitation; Microbubbles; Mechanics; Chemistry; Molecular physics; Optics; Ultrasound; Physics; Thermodynamics; Acoustics; Atomic physics; Composite material; Ultimate tensile strength","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":[0.00003033723,0.0002218007,0.000258314,0.00002316248,0.00005685279,0.00003742718,0.0002159798,0.000229243,0.00008096842],"category_scores_gemma":[0.0001017564,0.0002369541,0.00005984492,0.0002721025,0.0001042935,0.00006678447,0.00001957208,0.0002889099,0.000005029066],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004667925,"about_ca_system_score_gemma":0.00004918942,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005679973,"about_ca_topic_score_gemma":0.00001224441,"domain_scores_codex":[0.9990569,0.000008862406,0.0003245639,0.0002667638,0.0001185756,0.0002243213],"domain_scores_gemma":[0.9992994,0.0001224115,0.00007499713,0.0002417419,0.00008785981,0.0001736013],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000008265399,0.0000247327,0.001449943,0.0002320099,0.00005480091,3.981258e-7,0.0002810838,0.00122888,0.9955347,0.0001803479,0.0001924917,0.0008123112],"study_design_scores_gemma":[0.0005164187,0.00002852387,0.0005085575,0.00004609129,0.00006742966,0.00002990737,0.000373359,0.1092385,0.8861796,0.00006360306,0.002568075,0.0003799495],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9928595,0.0004593805,0.004892685,0.0003378443,0.00003578577,0.0001396819,0.0004832434,0.0002723033,0.0005195464],"genre_scores_gemma":[0.992705,0.0004602212,0.005967506,0.0001025748,0.0001209349,0.000005689138,0.0005659552,0.00004879414,0.00002326065],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1093552,"threshold_uncertainty_score":0.9662707,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005759307744824268,"score_gpt":0.1883707200721116,"score_spread":0.1826114123272873,"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."}}