{"id":"W4307235622","doi":"10.32920/21290931","title":"Critical corrections to models of nonlinear power dissipation of ultrasonically excited bubbles","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","funders":"Natural Sciences and Engineering Research Council of Canada; Canadian Institutes of Health Research","keywords":"Dissipation; Amplitude; Physics; Mechanics; Oscillation (cell signaling); Excitation; Nonlinear system; Excited state; Power (physics); Bubble; Radiation; Computational physics; Atomic physics; Thermodynamics; Optics; Chemistry; 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":[0.0003867281,0.0001730601,0.0003776029,0.0001553331,0.0000836164,0.00005015608,0.0003689178,0.0001115299,0.007977758],"category_scores_gemma":[0.0006296678,0.0001626044,0.0001341374,0.0002248884,0.0001278502,0.0001344334,0.000307793,0.000206833,0.00001970324],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006597437,"about_ca_system_score_gemma":0.0002137642,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001864838,"about_ca_topic_score_gemma":0.00002138428,"domain_scores_codex":[0.9980841,0.000131296,0.0006697538,0.0004171449,0.0005036392,0.0001940106],"domain_scores_gemma":[0.9982797,0.0005043849,0.0001897065,0.0004455528,0.0004577735,0.0001228922],"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":[0.0001813117,0.001262907,0.0004105378,0.0003385551,0.00004135349,0.000001140064,0.004463321,0.1351238,0.785213,0.07174617,0.0009256935,0.0002922295],"study_design_scores_gemma":[0.003111505,0.004678554,0.02726007,0.00162128,0.00091631,0.00002689602,0.03031146,0.05796606,0.4543762,0.4053461,0.008911538,0.005474049],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8589219,0.00004115628,0.1233824,0.0004198166,0.001349244,0.000401536,0.001190515,0.00009968869,0.01419371],"genre_scores_gemma":[0.9720518,0.0000106293,0.02682866,0.0001241377,0.0000384061,0.00009176294,0.0001418977,0.0000208349,0.0006919014],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3336,"threshold_uncertainty_score":0.9929291,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02501324491010787,"score_gpt":0.3078463294233617,"score_spread":0.2828330845132538,"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."}}