{"id":"W2913727975","doi":"10.1016/j.ultsonch.2019.02.010","title":"A simple method to analyze the super-harmonic and ultra-harmonic behavior of the acoustically excited bubble oscillator","year":2019,"lang":"en","type":"article","venue":"Ultrasonics Sonochemistry","topic":"Ultrasound and Cavitation Phenomena","field":"Materials Science","cited_by":56,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto Metropolitan University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Bubble; Bifurcation; Bifurcation diagram; Harmonic; Maxima; Oscillation (cell signaling); Nonlinear system; Physics; Control theory (sociology); Chaotic; Mechanics; Statistical physics; Computer science; Control (management); Acoustics; Chemistry; Quantum mechanics; Artificial intelligence","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006397294,0.0002702583,0.0003418651,0.00002970649,0.0002200287,0.0001467906,0.0007665934,0.0001345972,0.001001427],"category_scores_gemma":[0.0003307906,0.00017422,0.0001490924,0.0004250641,0.0001854188,0.0001067443,0.0001126706,0.0002727034,0.00007472419],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009071427,"about_ca_system_score_gemma":0.0002245996,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005184517,"about_ca_topic_score_gemma":0.000006178322,"domain_scores_codex":[0.9979111,0.0001166024,0.0004548466,0.0005493682,0.0004713968,0.0004966874],"domain_scores_gemma":[0.997891,0.0007154917,0.0001837347,0.0008311899,0.0001790131,0.000199535],"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":[0.00002252107,0.00006741094,0.005577216,0.00005884274,0.00001781774,5.061956e-7,0.0005780233,0.0001410541,0.9928625,0.0002099142,0.0002671154,0.0001971075],"study_design_scores_gemma":[0.0004885647,0.00006263588,0.01105579,0.00003397316,0.0001366828,0.00003616506,0.001679039,0.0001582462,0.9837744,0.000518245,0.001750219,0.000306062],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.996606,0.0002165039,0.00120506,0.000358716,0.0001577685,0.0005019379,0.0002166512,0.00005198671,0.0006853989],"genre_scores_gemma":[0.9960403,0.00002639808,0.002615482,0.0004316399,0.00005939908,0.00006887448,0.0000149103,0.00003230307,0.0007106264],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009088092,"threshold_uncertainty_score":0.9999118,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008380288308307145,"score_gpt":0.2562957569552733,"score_spread":0.2479154686469661,"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."}}