{"id":"W3206447918","doi":"","title":"Detecting Seizures from a Low-density Montage with BrainsView","year":2021,"lang":"en","type":"article","venue":"Edinburgh Research Explorer (University of Edinburgh)","topic":"EEG and Brain-Computer Interfaces","field":"Neuroscience","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Medical Research Council; Hospital for Sick Children","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001064117,0.0003187034,0.0005688415,0.0004417834,0.0008719979,0.0001644932,0.001172971,0.0001859693,0.004613347],"category_scores_gemma":[0.001121929,0.0003225147,0.0002144819,0.001577767,0.0008540161,0.0009242139,0.001213086,0.001122344,0.00002478428],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001527219,"about_ca_system_score_gemma":0.0003601641,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007631855,"about_ca_topic_score_gemma":0.0003068996,"domain_scores_codex":[0.9953132,0.0004501533,0.0002699502,0.001261229,0.001739277,0.0009662238],"domain_scores_gemma":[0.9957256,0.002072378,0.0001736764,0.0008835743,0.0007122376,0.0004325556],"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":[0.0009263686,0.0007792878,0.002408564,0.00009114831,0.0002086437,0.008744573,0.03207689,0.000194821,0.8221811,0.0002898336,0.1117246,0.0203741],"study_design_scores_gemma":[0.003200909,0.0008896599,0.001492865,0.001271665,0.00007726777,0.0001951468,0.04479728,0.004462669,0.8976478,0.005424343,0.03947559,0.001064789],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.98868,0.0002770241,0.003161825,0.001940966,0.0005002525,0.0003326448,0.00004520339,0.0001721964,0.004889905],"genre_scores_gemma":[0.9939739,0.0003105977,0.001486018,0.0002119729,0.0004741415,0.000002436013,0.00001188787,0.00003020169,0.003498882],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0754667,"threshold_uncertainty_score":0.9999227,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09249097703039717,"score_gpt":0.3041318768897381,"score_spread":0.2116408998593409,"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."}}