{"id":"W2144590010","doi":"10.1148/radiol.11100155","title":"Focused Ultrasound Surgery in Oncology: Overview and Principles","year":2011,"lang":"en","type":"review","venue":"Radiology","topic":"Ultrasound and Hyperthermia Applications","field":"Engineering","cited_by":258,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sunnybrook Health Science Centre","funders":"National Center for Research Resources; National Cancer Institute; National Institutes of Health","keywords":"Medicine; Medical physics; Ultrasound; MEDLINE; General surgery; Radiology","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"],"consensus_categories":[],"category_scores_codex":[0.0002696486,0.0003152353,0.001699051,0.0002306809,0.00003060947,0.00001003206,0.0001799718,0.0005861953,0.0001315962],"category_scores_gemma":[0.00006794449,0.0002709077,0.0001817381,0.0002089506,0.0001039476,0.00003607904,0.00002316649,0.0004034011,0.00008912728],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001354815,"about_ca_system_score_gemma":0.0001314082,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001706675,"about_ca_topic_score_gemma":0.00008934709,"domain_scores_codex":[0.9986757,0.0001471099,0.0005316191,0.0002949326,0.000029712,0.0003209117],"domain_scores_gemma":[0.9978475,0.001662557,0.00008970249,0.0003147099,0.000008396869,0.00007716454],"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":[7.902907e-7,0.00002356924,0.0001269863,0.004123309,0.0001176449,0.00001160028,0.0000960947,0.000002581152,0.000002576192,0.0032346,0.0007059224,0.9915543],"study_design_scores_gemma":[0.00006107234,0.00001133674,0.0001833552,0.0007779723,0.0001316693,0.0005379141,0.000003498363,0.000004314521,2.350708e-7,0.0002148987,0.9978077,0.0002660484],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001878382,0.9943916,0.00003013288,0.000005598681,0.0002126122,0.000362613,0.0000320452,0.0001388169,0.004638706],"genre_scores_gemma":[0.00006822584,0.9989756,0.0002624356,0.0000239407,0.0001363564,0.0003078112,0.000089191,0.0000654141,0.00007096914],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9971018,"threshold_uncertainty_score":0.9999743,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1246194381288371,"score_gpt":0.3087364830862424,"score_spread":0.1841170449574052,"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."}}