{"id":"W269260486","doi":"10.1063/1.4769923","title":"An acoustic backscatter-based method for estimating attenuation towards monitoring lesion formation in high intensity focused ultrasound","year":2012,"lang":"en","type":"article","venue":"AIP conference proceedings","topic":"Lattice Boltzmann Simulation Studies","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Lattice Boltzmann methods; Computational fluid dynamics; Nonlinear system; Mechanics; Physics; Superposition principle; Acoustics; Computer science","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":[],"consensus_categories":[],"category_scores_codex":[0.0006258842,0.0002338641,0.000291435,0.0001870334,0.000137233,0.0001356349,0.0001391498,0.0001202234,0.000007921828],"category_scores_gemma":[0.0003590715,0.0002402774,0.00004052294,0.0002320297,0.00002268884,0.001847052,0.00002284295,0.000173111,0.000009949769],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002524577,"about_ca_system_score_gemma":0.00001809845,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003990587,"about_ca_topic_score_gemma":0.000006930908,"domain_scores_codex":[0.9987139,0.00001266961,0.0004022384,0.0002128744,0.0002334094,0.0004249291],"domain_scores_gemma":[0.9989676,0.0002090502,0.00012165,0.0001054835,0.0005003964,0.00009574553],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001066022,0.0001408181,0.2174434,0.001221341,0.0000528657,4.970072e-7,0.01676093,0.05994,0.6484549,0.0003464486,0.0002076049,0.05532459],"study_design_scores_gemma":[0.0006174804,0.00005923003,0.07677449,0.0001756865,0.00004624886,0.000003343273,0.001070628,0.8867959,0.03376787,0.0003993343,0.00001296948,0.0002768054],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.471794,0.00001339562,0.5273264,0.00006104414,0.0002694582,0.0002884393,0.000003915527,0.0001941227,0.00004920198],"genre_scores_gemma":[0.795756,0.00000277111,0.2037815,0.00003366488,0.0002475631,0.0001214993,0.00002176668,0.0000322051,0.000003047222],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8268559,"threshold_uncertainty_score":0.9798227,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06277955250521598,"score_gpt":0.3226373281607691,"score_spread":0.2598577756555531,"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."}}