{"id":"W2899258816","doi":"10.1109/embc.2018.8513635","title":"Design of A Novel Wearable LIPUS Treatment Device for Mental Health Treatment","year":2018,"lang":"en","type":"article","venue":"","topic":"Ultrasound and Hyperthermia Applications","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Low-intensity pulsed ultrasound; Transducer; Ultrasound; Neuromodulation; Materials science; Biomedical engineering; Transmission (telecommunications); Coupling (piping); Therapeutic ultrasound; Medicine; Computer science; Acoustics; Composite material; Stimulation; Telecommunications; Radiology; 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":[0.000214115,0.0004784578,0.0005393521,0.000423446,0.000252295,0.000439441,0.001064002,0.0008813029,0.003902823],"category_scores_gemma":[0.0002462049,0.0003374631,0.0004700584,0.0001842225,0.0002051072,0.000463906,0.00048317,0.0002581321,0.001347339],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001913198,"about_ca_system_score_gemma":0.0003065957,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001503499,"about_ca_topic_score_gemma":0.0001956288,"domain_scores_codex":[0.9997817,0.00003835404,0.00002008323,0.00006717441,0.00006224852,0.00003049481],"domain_scores_gemma":[0.9998864,0.00002440452,0.00001957431,0.0000120751,0.00003336632,0.00002415261],"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":[0.0006434775,0.0002506525,0.001687929,0.0009894366,0.00007027065,0.00146267,0.000261417,0.001859114,0.8631791,0.002044426,0.004374789,0.1231767],"study_design_scores_gemma":[0.0005248295,0.006996308,0.0158543,0.0002947604,0.0004815575,0.009207676,0.0004230208,0.08228353,0.7664058,0.001473225,0.1157224,0.0003327258],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.2440615,0.003415996,0.7249165,0.001637353,0.001266353,0.002074501,0.000822178,0.003046638,0.0187591],"genre_scores_gemma":[0.6984481,0.001470561,0.2771964,0.001145265,0.0002155271,0.00206092,0.0003719828,0.0001320036,0.01895911],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.003902823,"threshold_uncertainty_score":0.01305622,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05275824423271883,"score_gpt":0.286683731708939,"score_spread":0.2339254874762202,"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."}}