{"id":"W4282541892","doi":"10.1002/hbm.25965","title":"Ballistocardiogram suppression in concurrent <scp>EEG‐MRI</scp> by dynamic modeling of heartbeats","year":2022,"lang":"en","type":"article","venue":"Human Brain Mapping","topic":"Advanced MRI Techniques and Applications","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Sunnybrook Health Science Centre","funders":"Natural Sciences and Engineering Research Council of Canada; Mitacs; Canadian Institutes of Health Research; National Health Research Institutes; Ministry of Science and Technology, Taiwan; Canada Foundation for Innovation","keywords":"Electroencephalography; Neuroscience; Psychology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003227338,0.0001377229,0.0003160751,0.000194822,0.0002421074,0.000008017041,0.00013907,0.00004903972,0.00003950635],"category_scores_gemma":[0.00004391276,0.0001510488,0.0001143483,0.0003158316,0.000046877,0.00004861249,0.0001714314,0.000380228,0.000001655644],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001650179,"about_ca_system_score_gemma":0.00003033491,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004285897,"about_ca_topic_score_gemma":0.000004457195,"domain_scores_codex":[0.9986887,0.00005994845,0.0003882419,0.0003188984,0.0002716061,0.0002725833],"domain_scores_gemma":[0.999364,0.000087008,0.0001105294,0.0003216057,0.00003922696,0.00007769742],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001231887,0.0006432835,0.001706471,0.0002715395,0.00003217403,0.00002632488,0.00202138,0.06007817,0.8832273,0.005808328,0.04121118,0.004961503],"study_design_scores_gemma":[0.00345212,0.0005875683,0.007760797,0.0008695155,0.00006187525,0.00008099847,0.005208792,0.7111189,0.001374701,0.01053441,0.2586017,0.0003485881],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4919323,0.001448635,0.4990444,0.001312804,0.00008973967,0.001712507,0.00008771454,0.0003088137,0.004063052],"genre_scores_gemma":[0.9938293,0.00004141048,0.004508641,0.000295609,0.0000204438,0.0003321226,0.0002660603,0.00003057919,0.0006758844],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8818526,"threshold_uncertainty_score":0.6159592,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02796342933013551,"score_gpt":0.3264200910878918,"score_spread":0.2984566617577563,"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."}}