{"id":"W4392567640","doi":"10.2139/ssrn.4744451","title":"Clinical Recommendations for Non-Invasive Ultrasound Neuromodulation","year":2024,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Ultrasound and Hyperthermia Applications","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Neuromodulation; Ultrasound; Medicine; Radiology; Computer science; Medical physics; Internal medicine; Stimulation","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":[0.004403707,0.0008397067,0.001010894,0.001879922,0.001685992,0.002511498,0.002097167,0.006959398,0.0319102],"category_scores_gemma":[0.02464888,0.0002985291,0.001380791,0.0009111931,0.001470468,0.001963115,0.001372452,0.005802194,0.02042441],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001328203,"about_ca_system_score_gemma":0.005138726,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002880978,"about_ca_topic_score_gemma":0.009385228,"domain_scores_codex":[0.9963436,0.001362755,0.0007849713,0.0002632752,0.001041252,0.0002041011],"domain_scores_gemma":[0.9875017,0.004293974,0.001097018,0.0004875356,0.005413049,0.001206698],"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":[0.0003875411,0.0003517564,0.003960556,0.002253693,0.00006747813,0.0022276,0.0002643862,0.0008687743,0.00219813,0.00721122,0.4645448,0.5156641],"study_design_scores_gemma":[0.0004691394,0.0005807331,0.009452737,0.01315695,0.0001937956,0.008279366,0.001082838,0.001660834,0.001571833,0.02075508,0.9426352,0.0001615159],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"methods","genre_scores_codex":[0.007651678,0.141461,0.06058017,0.5354601,0.02268722,0.001374098,0.001468565,0.001866521,0.2274506],"genre_scores_gemma":[0.1226035,0.1403614,0.3455901,0.2454905,0.02999697,0.005582746,0.003482054,0.0009332952,0.1059594],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.0319102,"threshold_uncertainty_score":0.1067503,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01749373444051582,"score_gpt":0.2899643728575567,"score_spread":0.2724706384170409,"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."}}