{"id":"W4312899135","doi":"10.1121/10.0015863","title":"Ultrasound-guided microbubble-mediated brain therapy with a modular transmit/receive phased array","year":2022,"lang":"en","type":"article","venue":"The Journal of the Acoustical Society of America","topic":"Ultrasound and Hyperthermia Applications","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sunnybrook Health Science Centre","funders":"","keywords":"Phased array; Modular design; Computer science; Transducer; Microbubbles; Focused ultrasound; Ultrasound; Biomedical engineering; Acoustics; Medicine; Physics","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":[0.0002397849,0.0003615709,0.000221416,0.0001985848,0.00007681041,0.0003124653,0.0003191796,0.0003524447,0.0008342623],"category_scores_gemma":[0.0003697456,0.0002250013,0.0002276093,0.0001367541,0.0002628218,0.0003852092,0.00025178,0.0003427991,0.0003686659],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002341193,"about_ca_system_score_gemma":0.0002027144,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001818063,"about_ca_topic_score_gemma":0.0003403899,"domain_scores_codex":[0.9998329,0.00002289503,0.000008278251,0.0000386443,0.00008188438,0.00001550826],"domain_scores_gemma":[0.9998187,0.00004401881,0.00007151728,0.00002377582,0.00002241243,0.00001961383],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00004012218,0.00003324511,0.0001300823,0.00003769982,0.000007517176,0.00002671376,0.00002148084,0.001914101,0.9871221,0.0004233879,0.0002249311,0.01001864],"study_design_scores_gemma":[0.00003890671,0.0006142899,0.001009187,0.000005984169,0.00002734715,0.0003145881,0.00001083351,0.01735664,0.9738129,0.0001944692,0.006588433,0.00002640077],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4884359,0.002176178,0.5001881,0.0008991423,0.0002615025,0.0002911289,0.000330697,0.001995459,0.005421891],"genre_scores_gemma":[0.6469919,0.000996162,0.3476293,0.0003954891,0.00009385411,0.0001970458,0.0001491282,0.0001224351,0.003424609],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0008342623,"threshold_uncertainty_score":0.002790868,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009036588081349954,"score_gpt":0.2135126905661756,"score_spread":0.2044761024848256,"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."}}