{"id":"W2963822032","doi":"10.1016/j.ultsonch.2019.104708","title":"Collective nonlinear behavior of interacting polydisperse microbubble clusters","year":2019,"lang":"en","type":"article","venue":"Ultrasonics Sonochemistry","topic":"Ultrasound and Hyperthermia Applications","field":"Engineering","cited_by":74,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto Metropolitan University; St. Michael's Hospital","funders":"Natural Sciences and Engineering Research Council of Canada; Terry Fox Foundation","keywords":"Constructive; Nonlinear system; Physics; Bubble; Statistical physics; Cluster (spacecraft); Dynamics (music); Excited state; Bifurcation; Mechanics; Computer science; Process (computing); Acoustics; Quantum mechanics","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":[0.00004861663,0.0001590928,0.0001973825,0.00003257172,0.00004054717,0.00002247518,0.000191997,0.0001201125,0.0003150545],"category_scores_gemma":[0.00002698111,0.0001766613,0.00009998156,0.0001661344,0.00003588522,0.00007191046,0.00001883147,0.000238992,0.00007862737],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001754903,"about_ca_system_score_gemma":0.0001001053,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001247887,"about_ca_topic_score_gemma":0.000004547477,"domain_scores_codex":[0.9992528,0.000005003049,0.000229194,0.0001904111,0.00009315456,0.0002294569],"domain_scores_gemma":[0.9993771,0.0001385884,0.00005775601,0.000303198,0.0000550671,0.00006828964],"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":[0.000006405361,0.00006795448,0.004518734,0.00008823582,0.00004559416,6.286896e-7,0.0007485246,0.00127308,0.992669,0.00001194362,0.0002137554,0.000356158],"study_design_scores_gemma":[0.0005243229,0.00001972124,0.0003659459,0.0000809647,0.00006101965,0.00004300821,0.001836893,0.008600898,0.9840112,0.0000129399,0.00411428,0.000328844],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9825825,0.0001608755,0.0002324677,0.00001565479,0.0001510533,0.0001949421,0.00007714867,0.0001253471,0.01646001],"genre_scores_gemma":[0.9943675,0.00002992278,0.003947482,0.00001774409,0.00005310551,0.00003444629,0.00005281867,0.0000422935,0.001454721],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01500529,"threshold_uncertainty_score":0.7204039,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005113315035551979,"score_gpt":0.2049195900232446,"score_spread":0.1998062749876926,"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."}}