{"id":"W2619706817","doi":"","title":"Transport System Effects On Cross Diffusion","year":2013,"lang":"en","type":"article","venue":"Journal of Mathematics Research","topic":"Nonlinear Dynamics and Pattern Formation","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Diffusion; Turing; Reaction–diffusion system; Mathematics; Stability (learning theory); Statistical physics; Bifurcation; Instability; Mathematical analysis; Physics; Thermodynamics; Mechanics; Computer science; Nonlinear system","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002088607,0.00007602297,0.0001688157,0.0002847927,0.0001214953,0.0002418764,0.0007709036,0.00005543164,0.00001206665],"category_scores_gemma":[0.0000627901,0.00005115972,0.00008537347,0.0002157398,0.00002382112,0.0004385758,0.00007036131,0.0003891828,0.0002579071],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009352188,"about_ca_system_score_gemma":0.00005208048,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009196599,"about_ca_topic_score_gemma":8.570867e-7,"domain_scores_codex":[0.9980175,0.0001002411,0.0004274307,0.0000841474,0.00113923,0.0002314878],"domain_scores_gemma":[0.9984161,0.0003950996,0.0001938917,0.0003051633,0.0005661697,0.000123603],"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":[0.0001018785,0.004579628,0.02195835,0.01654812,0.0003803093,0.001103176,0.0271377,0.001918277,0.05472925,0.6006602,0.006832856,0.2640502],"study_design_scores_gemma":[0.001432185,0.001368194,0.02723581,0.002020236,0.000008529906,0.00046373,0.0003819857,0.9335678,0.009091457,0.02365463,0.0005126797,0.0002627164],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8158785,0.00001694474,0.1817558,0.0003061864,0.0002157018,0.000185085,5.961994e-7,0.0000141591,0.001626988],"genre_scores_gemma":[0.9751629,0.00001260088,0.02443286,0.00002194948,0.0001258093,0.000004922741,4.554662e-7,0.000008791731,0.0002297605],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9316496,"threshold_uncertainty_score":0.331496,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03961161116286867,"score_gpt":0.3511210199710083,"score_spread":0.3115094088081396,"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."}}