{"id":"W3136995132","doi":"10.1007/s10665-021-10113-7","title":"Synchronous oscillations for a coupled cell-bulk ODE–PDE model with localized cells on $${\\mathbb {R}}^2$$","year":2021,"lang":"en","type":"article","venue":"Journal of Engineering Mathematics","topic":"Nonlinear Dynamics and Pattern Formation","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Ode; Physics; Mathematical analysis; Applied mathematics; Mathematics; Mathematical physics; Control theory (sociology); Computer science","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":[0.0002494826,0.0001328132,0.0002499764,0.0001139276,0.00004931346,0.0001184648,0.0002612157,0.00004717474,0.000002786898],"category_scores_gemma":[0.00003186176,0.0001068594,0.0001019488,0.0001674004,0.000006981032,0.0002081352,0.00003321385,0.0001405258,0.000004448128],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006752371,"about_ca_system_score_gemma":0.0001404418,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":2.730908e-7,"about_ca_topic_score_gemma":7.142947e-7,"domain_scores_codex":[0.9990349,0.00000641554,0.0004100725,0.00009615008,0.0002846099,0.0001678218],"domain_scores_gemma":[0.9989393,0.0001604825,0.0002719697,0.0002588722,0.0002857411,0.00008363021],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000004905894,0.0001225858,0.000001530246,0.0002109018,0.00002848395,0.0000133377,0.0005020257,0.9862227,0.005268542,0.007435048,0.00006371152,0.0001261643],"study_design_scores_gemma":[0.0005932811,0.0001346494,0.000001950832,0.0001766121,0.00002667673,0.00009674152,0.00001668486,0.9926451,0.004784338,0.001184077,0.0002116389,0.0001281884],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.04658128,0.0000333044,0.9528312,0.0001320048,0.0001726023,0.0001060126,0.000008630499,0.00002931743,0.0001056125],"genre_scores_gemma":[0.1654488,0.00002007002,0.8342928,0.0000509845,0.00006037814,0.000003712113,0.000003123806,0.00002142053,0.00009870815],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.1188675,"threshold_uncertainty_score":0.4357601,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009949248431905037,"score_gpt":0.2120410018478025,"score_spread":0.2020917534158975,"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."}}