{"id":"W4307268249","doi":"10.32920/21263016.v1","title":"Collective nonlinear behavior of interacting polydisperse microbubble clusters","year":2022,"lang":"en","type":"preprint","venue":"","topic":"Ultrasound and Cavitation Phenomena","field":"Materials Science","cited_by":0,"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","keywords":"Constructive; Nonlinear system; Physics; Bubble; Dynamics (music); Cluster (spacecraft); Statistical physics; Excited state; Bifurcation; Mechanics; Computer science; Process (computing); Acoustics; Atomic physics; 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003273172,0.0002103848,0.0003442983,0.0001440833,0.0001485036,0.00009053295,0.0004314175,0.00008682282,0.0142295],"category_scores_gemma":[0.00008152042,0.000204796,0.0001548794,0.0001456489,0.00008402624,0.0001011461,0.0008113772,0.0003599559,0.00005882731],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004185935,"about_ca_system_score_gemma":0.0005586378,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004251303,"about_ca_topic_score_gemma":0.00003907389,"domain_scores_codex":[0.998425,0.0001228375,0.0004694721,0.000463919,0.0002888262,0.0002299454],"domain_scores_gemma":[0.9988443,0.0001948071,0.0004096968,0.0003583927,0.0001271715,0.00006564979],"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":[0.0001004275,0.0004295463,0.001072736,0.0001363363,0.00003542488,0.000006602343,0.0118788,0.001575336,0.98337,0.0001034828,0.001088207,0.0002031041],"study_design_scores_gemma":[0.002964241,0.0008175832,0.002378353,0.0004553082,0.0007186563,0.00007006671,0.09710549,0.001703243,0.8742238,0.001751459,0.01499884,0.002812967],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9796177,0.000048863,0.0003161427,0.00006438684,0.001843708,0.0004771453,0.000461327,0.00007489371,0.01709584],"genre_scores_gemma":[0.9618451,0.000005543321,0.0227027,0.0002892702,0.0001212249,0.0002351345,0.0001708682,0.00004641339,0.01458373],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1091462,"threshold_uncertainty_score":0.9866716,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02072026536031067,"score_gpt":0.286303630975293,"score_spread":0.2655833656149824,"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."}}