{"id":"W1977608018","doi":"10.1016/j.jde.2009.07.034","title":"Persistence of periodic patterns for perturbed biological oscillators","year":2009,"lang":"en","type":"article","venue":"Journal of Differential Equations","topic":"Nonlinear Dynamics and Pattern Formation","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Persistence (discontinuity); Mathematics; Statistical physics; Physics","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":[0.0001413341,0.00007229442,0.0001680599,0.0001272656,0.00007786202,0.00006121577,0.0003665182,0.00004551248,0.00001313783],"category_scores_gemma":[0.00008466912,0.00005261114,0.0001964668,0.0001008383,0.00001852327,0.0002439196,0.00002355447,0.0000795526,0.000001017602],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002603323,"about_ca_system_score_gemma":0.00005261011,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001837942,"about_ca_topic_score_gemma":0.000001943895,"domain_scores_codex":[0.9991879,0.00003201147,0.0003933293,0.00007869098,0.0001988738,0.0001091376],"domain_scores_gemma":[0.9991142,0.00009383763,0.0003667086,0.0001265637,0.0002401369,0.00005853906],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003281915,0.003182859,0.03907666,0.0002160179,0.0004782277,0.00001575239,0.01698792,0.003943074,0.1319426,0.3329054,0.0005175376,0.4704058],"study_design_scores_gemma":[0.001899207,0.003045258,0.2155115,0.0001611388,0.00007730543,0.00005539528,0.000250637,0.7650319,0.002625801,0.0106784,0.0003160016,0.0003474866],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4165957,0.0000182267,0.5827129,0.0003962298,0.0001941133,0.00004922302,0.00001286144,0.000004607064,0.00001614023],"genre_scores_gemma":[0.9912668,0.00001477243,0.008520078,0.00007185405,0.000103351,8.49715e-7,0.000008767643,0.000002003403,0.00001145303],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7610888,"threshold_uncertainty_score":0.214542,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04423043440908474,"score_gpt":0.2687865958670084,"score_spread":0.2245561614579236,"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."}}