{"id":"W4404835225","doi":"10.1016/j.procs.2024.09.228","title":"Enhanced balancing with integrated resampling cascade and advanced analysis of ‘seizureDetect’ dataset key features","year":2024,"lang":"en","type":"article","venue":"Procedia Computer Science","topic":"EEG and Brain-Computer Interfaces","field":"Neuroscience","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Champlain Regional College","funders":"","keywords":"Computer science; Cascade; Key (lock); Resampling; Data mining; Computer architecture; Artificial intelligence; Computer security","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004143123,0.0002334172,0.0003376358,0.0007689677,0.0002080297,0.0005119924,0.0007782915,0.00004474885,0.000005757276],"category_scores_gemma":[0.0001839188,0.0001629694,0.00004714695,0.00445144,0.0006112043,0.0008277696,0.0003434097,0.0002687048,0.000002834967],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004252575,"about_ca_system_score_gemma":0.0001994692,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002892986,"about_ca_topic_score_gemma":0.00004442515,"domain_scores_codex":[0.9975543,0.00003914319,0.0002860523,0.001137831,0.0005555797,0.0004270837],"domain_scores_gemma":[0.9988319,0.0004330552,0.0001055934,0.0003706975,0.0001131496,0.0001456087],"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":[0.00005958939,0.00003510569,0.0001301932,0.0001659768,0.00006983491,0.00006100583,0.003537721,0.009016871,0.924056,0.0006658126,0.0002678795,0.061934],"study_design_scores_gemma":[0.0001365052,0.0001957947,0.001113399,0.0002467536,0.00007989525,0.00008850493,0.0000500061,0.293238,0.7040706,0.00006556255,0.0004809331,0.0002340252],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7815269,0.0002841234,0.2170836,0.0001411729,0.0003586413,0.0001846306,0.0001744722,0.0001707659,0.00007572162],"genre_scores_gemma":[0.9741352,0.00002919854,0.02541844,0.0002995273,0.00005580869,0.00001043777,0.00001911375,0.00001238903,0.00001987146],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2842211,"threshold_uncertainty_score":0.66457,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01384780165587249,"score_gpt":0.2790528820661941,"score_spread":0.2652050804103215,"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."}}