{"id":"W4400081249","doi":"10.1007/978-3-031-59072-6_1","title":"Mathematical Modeling of the Vaporization of Encapsulated Perfluorocarbon Nanodroplets Using Chirp Ultrasound: A Review","year":2024,"lang":"en","type":"review","venue":"","topic":"Ultrasound and Hyperthermia Applications","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Fields Institute for Research in Mathematical Sciences; University of Waterloo","funders":"","keywords":"Vaporization; Chirp; Materials science; Biomedical engineering; Nanotechnology; Chemistry; Medicine; Optics; Physics; Organic chemistry","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":[0.0003314773,0.001066234,0.001533728,0.0007072311,0.00020451,0.0009372405,0.001119202,0.001107556,0.001313882],"category_scores_gemma":[0.0005224994,0.0004182447,0.0009771418,0.0009043171,0.0004086593,0.001005273,0.000538366,0.0009088637,0.0007882733],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004672791,"about_ca_system_score_gemma":0.0005856892,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001964384,"about_ca_topic_score_gemma":0.001432797,"domain_scores_codex":[0.9998833,0.000019135,0.00001058034,0.0000208364,0.00005477538,0.00001127458],"domain_scores_gemma":[0.9998235,0.00008989493,0.00002818276,0.000008874021,0.00004379718,0.000005855511],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00009677449,0.0002638125,0.0008526171,0.01698934,0.0002675035,0.0006865648,0.0002502822,0.3533536,0.03461978,0.1183343,0.01457874,0.4597067],"study_design_scores_gemma":[0.00003096164,0.0003245294,0.001392725,0.001954522,0.000278996,0.001094137,0.0001415376,0.6579489,0.0189002,0.0461163,0.2716096,0.0002075534],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.008351378,0.8734493,0.1066169,0.0008217595,0.0004472821,0.00004678631,0.0002204073,0.0001472916,0.009898935],"genre_scores_gemma":[0.04966054,0.9268836,0.01621289,0.0001980818,0.0005890998,0.0001123737,0.0002244364,0.00004683712,0.00607208],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.001964384,"threshold_uncertainty_score":0.004395425,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04018510411489483,"score_gpt":0.2933656005596199,"score_spread":0.2531804964447251,"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."}}