{"id":"W2030679920","doi":"10.1103/physrevlett.91.178101","title":"Oscillatory Waves in Inhomogeneous Neural Media","year":2003,"lang":"en","type":"article","venue":"Physical Review Letters","topic":"Neural dynamics and brain function","field":"Neuroscience","cited_by":72,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Instability; Physics; Artificial neural network; Pulse (music); Excitatory postsynaptic potential; Reduction (mathematics); Front (military); Mechanics; Statistical physics; Computer science; Optics; Mathematics; Meteorology; Neuroscience","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":[0.0001185522,0.0001446,0.0002507224,0.00004001071,0.0000428924,0.00001844996,0.0001383607,0.00000794636,0.00002789445],"category_scores_gemma":[0.0006834919,0.0001156354,0.0001136599,0.0003494362,0.00007733792,0.0001088347,0.00002628058,0.0001906203,0.000109501],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000363298,"about_ca_system_score_gemma":0.00001022071,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002997011,"about_ca_topic_score_gemma":0.000002540247,"domain_scores_codex":[0.9987087,0.0002375599,0.0001893604,0.000351773,0.0002454106,0.0002671537],"domain_scores_gemma":[0.9993531,0.000293446,0.00005922612,0.0002094286,0.000007261094,0.00007755568],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00000583126,0.0001124557,0.0003638863,0.0002534139,0.000001862209,0.0001164314,0.00006560487,0.0002614575,0.9848994,0.004791323,0.001575171,0.00755314],"study_design_scores_gemma":[0.00555087,0.0009102055,0.0387093,0.006364269,0.000354038,0.001027213,0.00005377375,0.1036166,0.3557476,0.02275191,0.4576705,0.007243701],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9943318,0.0009901446,0.00001123432,0.003440743,0.0003562561,0.0002280806,0.000003090312,0.00003665433,0.0006020225],"genre_scores_gemma":[0.9466457,0.001474714,0.00001332082,0.05174257,0.00007844756,0.00001847791,0.000001271245,0.00001463647,0.00001084511],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6291518,"threshold_uncertainty_score":0.4715474,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02735883494965794,"score_gpt":0.2709392056780629,"score_spread":0.243580370728405,"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."}}