{"id":"W4313344692","doi":"10.1007/978-3-031-12515-7_7","title":"Mathematical Models of Acoustically Induced Vaporization of Encapsulated Nanodroplets","year":2022,"lang":"en","type":"book-chapter","venue":"","topic":"Ultrasound and Cavitation Phenomena","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Fields Institute for Research in Mathematical Sciences; University of Waterloo","funders":"","keywords":"Vaporization; 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":[0.0004129884,0.0008697141,0.0007122427,0.0007851963,0.0005419842,0.00178573,0.002247583,0.002050407,0.005266977],"category_scores_gemma":[0.001372035,0.0005774334,0.0009863422,0.0006563259,0.001476726,0.002621486,0.0009647572,0.001627436,0.001115716],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001757846,"about_ca_system_score_gemma":0.0008304233,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002609327,"about_ca_topic_score_gemma":0.001857656,"domain_scores_codex":[0.9998099,0.00003446161,0.00000780697,0.00003528254,0.00008073297,0.00003179779],"domain_scores_gemma":[0.999694,0.00015904,0.00004667604,0.00002312675,0.00005710982,0.00002002271],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000007447945,0.00003006828,0.00007368947,0.00006656596,0.000009533329,0.00005988157,0.00009759083,0.1094438,0.002343575,0.8830088,0.002259546,0.002599435],"study_design_scores_gemma":[0.000007159671,0.00001205096,0.0001334876,0.00001518932,0.000005934387,0.00005480088,0.00003331874,0.7493322,0.0006725578,0.2456642,0.004049679,0.0000194187],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.07216015,0.00854192,0.685275,0.003511955,0.0008386588,0.000163078,0.0007721077,0.0003022931,0.2284348],"genre_scores_gemma":[0.6939502,0.007647769,0.05393924,0.0007356629,0.0006264305,0.0006372159,0.0006587689,0.0003573656,0.2414474],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005266977,"threshold_uncertainty_score":0.01761973,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02751006259058116,"score_gpt":0.2299002157967909,"score_spread":0.2023901532062098,"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."}}