{"id":"W2165136711","doi":"10.1017/s0956792513000089","title":"The stability of localized spikes for the 1-D Brusselator reaction–diffusion model","year":2013,"lang":"en","type":"article","venue":"European Journal of Applied Mathematics","topic":"Nonlinear Dynamics and Pattern Formation","field":"Computer Science","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Brusselator; Instability; Spike (software development); Hopf bifurcation; Amplitude; Steady state (chemistry); Physics; Eigenvalues and eigenvectors; Bifurcation; Domain (mathematical analysis); Reaction–diffusion system; Stability (learning theory); Statistical physics; Mathematical analysis; Mathematics; Nonlinear system; Mechanics; Computer science; Chemistry","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":[0.001771064,0.00008302258,0.0001359438,0.00002761076,0.0001662665,0.0001119917,0.0007265572,0.00001358888,0.000002967355],"category_scores_gemma":[0.00004800853,0.00004066034,0.0000955241,0.00007995953,0.00005033178,0.0001634562,0.00009854943,0.0001255563,0.00001290693],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001705167,"about_ca_system_score_gemma":0.00003358608,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":6.97137e-7,"about_ca_topic_score_gemma":6.094475e-7,"domain_scores_codex":[0.9989439,0.00003130177,0.0005987289,0.00006411506,0.0002519119,0.000110029],"domain_scores_gemma":[0.9982628,0.0003755519,0.0007054939,0.000379855,0.0002353633,0.00004089448],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001628266,0.000814849,0.00004268425,0.0005551857,0.0002170093,0.000002194791,0.0205692,0.01115386,0.08229064,0.6088088,0.003786895,0.2715958],"study_design_scores_gemma":[0.0003546508,0.0000577599,0.0001069085,0.00002588757,0.000018221,0.000009788606,0.0003079639,0.9659073,0.001813986,0.03034844,0.0009897228,0.00005934842],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.08551962,0.00002523246,0.9118215,0.0004928726,0.0001094712,0.0002732801,0.000001757251,0.000009036161,0.001747258],"genre_scores_gemma":[0.720715,0.00006697735,0.2790049,0.00008820337,0.00007429982,0.000004589516,6.000005e-7,0.00001561551,0.000029741],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9547535,"threshold_uncertainty_score":0.1658081,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0220461385753168,"score_gpt":0.224941421561973,"score_spread":0.2028952829866562,"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."}}