{"id":"W2900180735","doi":"10.1016/j.ultrasmedbio.2018.09.020","title":"A Review of Phospholipid Encapsulated Ultrasound Contrast Agent Microbubble Physics","year":2018,"lang":"en","type":"review","venue":"Ultrasound in Medicine & Biology","topic":"Ultrasound and Hyperthermia Applications","field":"Engineering","cited_by":113,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; Sunnybrook Health Science Centre","funders":"","keywords":"Microbubbles; Ultrasound; Context (archaeology); Bubble; Contrast (vision); Oscillation (cell signaling); Biomedical engineering; Physics; Mechanics; Chemistry; Acoustics; Medicine; Optics; Biology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007341088,0.0008993934,0.003887254,0.0002440911,0.00006721292,0.00001119446,0.0008322606,0.0006025831,0.0009478647],"category_scores_gemma":[0.0007796637,0.0006867911,0.0004647353,0.001199614,0.0008336052,0.00006252417,0.00003699828,0.0009112952,0.000219842],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002331161,"about_ca_system_score_gemma":0.0001888826,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001046941,"about_ca_topic_score_gemma":0.00003002327,"domain_scores_codex":[0.9961078,0.0002430584,0.002022183,0.0007036696,0.000182757,0.0007405137],"domain_scores_gemma":[0.9960924,0.002037002,0.0005072776,0.001009002,0.0001762879,0.0001780068],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000009828192,0.0003746325,0.00007833226,0.2110104,0.001304904,0.000008421592,0.0006132225,0.00001016182,0.007707753,0.001434965,0.08559847,0.6918489],"study_design_scores_gemma":[0.000383048,0.000127882,0.00000643643,0.07238934,0.0007813336,0.000163143,0.00001798021,0.000003381449,0.00004780765,0.0003626145,0.9251601,0.0005568962],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00004942479,0.9923381,0.0005738499,0.00002404968,0.0008592971,0.001459512,0.0003379304,0.0001835783,0.004174264],"genre_scores_gemma":[0.0001710435,0.9952517,0.0003354708,0.0004437325,0.0009963106,0.0003185064,0.002247473,0.0001457281,0.00009007198],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8395616,"threshold_uncertainty_score":0.9999654,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03349619926695307,"score_gpt":0.3152900848750187,"score_spread":0.2817938856080656,"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."}}