{"id":"W4402493688","doi":"10.1137/23m1600852","title":"Periodic Dynamics of a Reaction-Diffusion-Advection Model with Michaelis–Menten Type Harvesting in Heterogeneous Environments","year":2024,"lang":"en","type":"article","venue":"SIAM Journal on Applied Mathematics","topic":"Mathematical and Theoretical Epidemiology and Ecology Models","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":false,"ca_institutions":"Wilfrid Laurier University","funders":"Basic and Applied Basic Research Foundation of Guangdong Province; Natural Sciences and Engineering Research Council of Canada; National Natural Science Foundation of China","keywords":"Reaction–diffusion system; Type (biology); Diffusion; Advection; Dynamics (music); Michaelis–Menten kinetics; Mathematics; Statistical physics; Applied mathematics; Mathematical analysis; Physics; Thermodynamics; Biology; Ecology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0005735815,0.0001753669,0.0004711528,0.0001611662,0.00007327121,0.00001315745,0.00006767685,0.0001633722,0.0001053978],"category_scores_gemma":[0.0001199248,0.0001143964,0.00007923471,0.00013615,0.000158202,0.00003907585,0.00002691487,0.0005719277,0.00004701647],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001351745,"about_ca_system_score_gemma":0.00005831841,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001315889,"about_ca_topic_score_gemma":0.000004109204,"domain_scores_codex":[0.9987698,0.00002301027,0.0005686474,0.0001905734,0.0002094404,0.0002385051],"domain_scores_gemma":[0.9992676,0.0002705123,0.0001501767,0.0001622621,0.00002156502,0.0001278743],"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":[0.00103653,0.001583924,0.0001353359,0.001457466,0.0003401763,0.0002731804,0.001469871,0.01607161,0.01419931,0.9589716,0.00005670552,0.004404349],"study_design_scores_gemma":[0.0006492373,0.0005011879,0.00003420676,0.000793508,0.0001378441,0.001115978,0.0001820334,0.8334114,0.000428655,0.1625684,0.00005216805,0.0001253197],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7749051,0.00009276553,0.2087881,0.0008244105,0.0001154143,0.0003841842,0.000003983636,0.00004122457,0.01484484],"genre_scores_gemma":[0.982152,0.0001359856,0.01663034,0.0002116567,0.00004368712,0.00001603808,0.00000675292,0.00003075418,0.0007727538],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8173398,"threshold_uncertainty_score":0.466495,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01966603944599386,"score_gpt":0.2663568936131828,"score_spread":0.2466908541671889,"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."}}