{"id":"W4249228309","doi":"10.32920/ryerson.14656284.v1","title":"On the acoustic response of ultrasound and induced cell death","year":2021,"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; Cavitation; Ultrasound; Transducer; Materials science; Viability assay; Cell; Pulse repetition frequency; Pulse duration; Biomedical engineering; Acoustics; Biophysics; Chemistry; Medicine; Physics; Biology; Computer science; Optics; Telecommunications; Laser","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":[0.0001300438,0.0001725576,0.0001239538,0.0001223484,0.00007625714,0.0001134069,0.00011545,0.0001981508,0.001756136],"category_scores_gemma":[0.0002655959,0.0000737016,0.0001206549,0.00009747167,0.0001832788,0.0001085448,0.0001093513,0.0002089321,0.0002515468],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001967234,"about_ca_system_score_gemma":0.00007852635,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000366243,"about_ca_topic_score_gemma":0.0002910916,"domain_scores_codex":[0.9998709,0.00002299569,0.000006678368,0.00001971132,0.00005593399,0.00002383703],"domain_scores_gemma":[0.9998747,0.00005136415,0.00002264202,0.000009956073,0.00003204143,0.000009198147],"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":[0.00008830187,0.000009434175,0.0002026902,0.00003553368,0.000002666793,0.00003729801,0.00002214019,0.00006783795,0.9982297,0.00003806801,0.00001806229,0.00124843],"study_design_scores_gemma":[0.000004093334,0.0002236134,0.004687351,0.000003459454,0.000005551437,0.0001139555,0.00002569352,0.0006143847,0.9936272,0.00002612201,0.0006663104,0.000002190344],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.994142,0.001847561,0.002713267,0.00006165178,0.00002188101,0.0000120253,0.00007315836,0.00002730156,0.001101075],"genre_scores_gemma":[0.9965096,0.0006368594,0.00099369,0.00004968168,0.000008871776,0.00001962711,0.0001409015,0.000005708924,0.00163491],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001756136,"threshold_uncertainty_score":0.005874872,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01862784579361024,"score_gpt":0.2248061959749442,"score_spread":0.206178350181334,"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."}}