{"id":"W4412521967","doi":"10.1186/s42234-025-00177-6","title":"Real-time, neural signal processing for high-density brain-implantable devices","year":2025,"lang":"en","type":"review","venue":"Bioelectronic Medicine","topic":"EEG and Brain-Computer Interfaces","field":"Neuroscience","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"SIGNAL (programming language); Signal processing; Computer science; Neuroscience; Computer hardware; Biology; Digital signal processing","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005678564,0.0007497981,0.002360897,0.0003980497,0.0003575585,0.000101291,0.001038611,0.0003317099,0.0001829474],"category_scores_gemma":[0.0003521178,0.0005150345,0.0002731542,0.0007764851,0.0002417137,0.0001510023,0.000172107,0.0005961166,0.00004747364],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002474102,"about_ca_system_score_gemma":0.0007516972,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009576773,"about_ca_topic_score_gemma":0.00002191512,"domain_scores_codex":[0.995932,0.0003373909,0.0009207624,0.001260267,0.0004623698,0.001087179],"domain_scores_gemma":[0.995792,0.002866198,0.0006356369,0.0004493294,0.00008888795,0.0001679355],"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":[0.00002287536,0.0000502291,2.619369e-7,0.02181304,0.00004379349,0.00001835207,0.00004279048,6.445577e-7,0.002639872,0.0005242426,0.05386152,0.9209824],"study_design_scores_gemma":[0.0006707908,0.001158717,4.866995e-7,0.02005426,0.000681498,0.0003078335,0.000006234433,0.001073643,0.002495323,0.000204571,0.9727263,0.000620284],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00008194794,0.9939574,0.0005972876,0.000958861,0.0005200019,0.001636398,0.00007039311,0.0003137359,0.001863978],"genre_scores_gemma":[0.0008289876,0.9863448,0.000157774,0.001145743,0.001256986,0.0001606502,0.0001512614,0.0000740724,0.009879768],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9203621,"threshold_uncertainty_score":0.9997301,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04368659117076863,"score_gpt":0.3442018260212969,"score_spread":0.3005152348505283,"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."}}