{"id":"W4400162233","doi":"10.3791/66972","title":"Pipeline for Planning and Execution of Transcranial Ultrasound Neuromodulation Experiments in Humans","year":2024,"lang":"en","type":"article","venue":"Journal of Visualized Experiments","topic":"Ultrasound and Hyperthermia Applications","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Neuromodulation; Pipeline (software); Transcranial Doppler; Ultrasound; Neuroscience; Computer science; Psychology; Medicine; Internal medicine; Central nervous system; 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":[0.001054247,0.001382632,0.0006933979,0.0007564829,0.0005873537,0.001100772,0.001781959,0.0009191223,0.04130881],"category_scores_gemma":[0.001814969,0.0009543493,0.0008698127,0.0003490417,0.0003682467,0.0004928185,0.001392387,0.0008587493,0.01017718],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008813781,"about_ca_system_score_gemma":0.001846587,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002652421,"about_ca_topic_score_gemma":0.00371828,"domain_scores_codex":[0.9997024,0.00004782108,0.00002251778,0.0000654927,0.0001215204,0.00004023837],"domain_scores_gemma":[0.9994198,0.0002242137,0.00004455229,0.0000817266,0.000145939,0.00008379909],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.003225355,0.0004791745,0.004699036,0.00229299,0.0002005836,0.002258157,0.001160438,0.1423267,0.208454,0.02420297,0.08547247,0.5252282],"study_design_scores_gemma":[0.0005005439,0.0006916814,0.005104073,0.000305352,0.0001298596,0.0008650768,0.0002153601,0.6565765,0.1144378,0.02522894,0.1957596,0.000185279],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.008655545,0.0002666431,0.9274895,0.0003307634,0.00008992098,0.001276021,0.002440582,0.04689182,0.01255919],"genre_scores_gemma":[0.1113755,0.0006659982,0.8576567,0.0002968337,0.0000431242,0.00342533,0.006181812,0.00608902,0.01426569],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.04130881,"threshold_uncertainty_score":0.1381918,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03319110762582245,"score_gpt":0.3922235056391453,"score_spread":0.3590323980133228,"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."}}