{"id":"W4298137619","doi":"10.32920/ryerson.14661777.v2","title":"Inter-Bubble Interactions in Ultrasonically Excited Microbubble Clusters","year":2022,"lang":"en","type":"preprint","venue":"","topic":"Ultrasound and Hyperthermia Applications","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Microbubbles; Bubble; Cluster (spacecraft); Excited state; Dynamics (music); Work (physics); Dispersity; Chemical physics; Materials science; Statistical physics; Biological system; Physics; Mechanics; Nanotechnology; Computer science; Acoustics; Ultrasound; Atomic physics; Thermodynamics","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0001259832,0.0003028377,0.0003599883,0.0003798644,0.0006125587,0.0005805862,0.0004978962,0.0006707646,0.001336273],"category_scores_gemma":[0.0005009242,0.0002593352,0.0002178564,0.0002066872,0.0006271785,0.0006615877,0.0007002258,0.0004260523,0.0002311815],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000527671,"about_ca_system_score_gemma":0.000345139,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003204355,"about_ca_topic_score_gemma":0.001507156,"domain_scores_codex":[0.9998186,0.00002306543,0.000005009816,0.00004541693,0.0000617327,0.0000461951],"domain_scores_gemma":[0.9997193,0.0001116239,0.00006471165,0.00001274734,0.00003764427,0.00005390982],"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":[0.0003204182,0.0002789881,0.003639789,0.0002298998,0.00006861582,0.001773049,0.0008042097,0.4501469,0.4857306,0.04272245,0.002084166,0.0122008],"study_design_scores_gemma":[0.00003520768,0.0001456887,0.00287621,0.000009491701,0.00001955486,0.0001493086,0.0001098426,0.9354637,0.05440075,0.005403244,0.001351678,0.00003532138],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9684566,0.0006848304,0.02469663,0.0002403208,0.00006465735,0.0000294371,0.00003459737,0.0001311427,0.00566182],"genre_scores_gemma":[0.9922019,0.0002308802,0.003131828,0.00004331748,0.00002441675,0.00002694008,0.00003729495,0.00005154873,0.004251929],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003204355,"threshold_uncertainty_score":0.006371379,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01816239148191232,"score_gpt":0.2567424321245185,"score_spread":0.2385800406426062,"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."}}