{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005354867,0.0008695517,0.0009852477,0.003058139,0.0003851003,0.0009467978,0.0007233642,0.00119797,0.003401305],"category_scores_gemma":[0.0004844125,0.0003599522,0.0004514369,0.002461059,0.0007946001,0.001420569,0.000655325,0.001756633,0.002650235],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006228496,"about_ca_system_score_gemma":0.0009886025,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000936182,"about_ca_topic_score_gemma":0.001397901,"domain_scores_codex":[0.9997795,0.00003395248,0.00002964154,0.00003285131,0.0001065041,0.00001749881],"domain_scores_gemma":[0.999666,0.0001750178,0.00004210526,0.000009850627,0.00008391658,0.00002318712],"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":[0.00003281949,0.00008652987,0.0002025352,0.01071067,0.00003453191,0.0003346937,0.000103427,0.0004759931,0.003425882,0.005166362,0.01816529,0.9612613],"study_design_scores_gemma":[0.000009334422,0.0001057108,0.0008413477,0.00250525,0.00003765121,0.003738897,0.00009170869,0.0001452232,0.0009891323,0.003058098,0.9884523,0.00002542955],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001395073,0.9972567,0.0004925666,0.0002037117,0.0001588206,0.000006278851,0.000008738212,0.00001155501,0.001722049],"genre_scores_gemma":[0.0007466528,0.997621,0.0005373793,0.0001156543,0.0002154271,0.000008020799,0.00001456256,0.000002290078,0.000738978],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003401305,"threshold_uncertainty_score":0.01137853,"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."}}