{"id":"W4401271719","doi":"10.1137/23m1611750","title":"Asymptotic and Transient Dynamics of a Stoichiometric Algal Growth Model with Two-Stage Phosphate Uptake","year":2024,"lang":"en","type":"article","venue":"SIAM Journal on Applied Mathematics","topic":"Marine and coastal ecosystems","field":"Earth and Planetary Sciences","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; National Natural Science Foundation of China; Natural Science Foundation of Shanghai","keywords":"Stoichiometry; Stage (stratigraphy); Phosphate; Transient (computer programming); Dynamics (music); Biological system; Environmental science; Mathematics; Chemistry; Thermodynamics; Physics; Computer science; Geology; Biology; Physical chemistry; Biochemistry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000727343,0.0007142166,0.001005833,0.0007199579,0.0006271647,0.001359029,0.001199355,0.001732583,0.003168592],"category_scores_gemma":[0.004181386,0.0004982945,0.000962665,0.0004150514,0.001774888,0.001376137,0.001799669,0.001316952,0.0002622518],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00153553,"about_ca_system_score_gemma":0.001163007,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02014147,"about_ca_topic_score_gemma":0.007970109,"domain_scores_codex":[0.9998404,0.00004358611,0.000006989585,0.00003615735,0.00003203755,0.00004081126],"domain_scores_gemma":[0.998681,0.0006951888,0.0002280794,0.0000460515,0.0002324098,0.0001172913],"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":[0.0001106495,0.00006004532,0.001911038,0.0001119675,0.00004782393,0.0002604673,0.000182794,0.9311913,0.004765328,0.05749566,0.0009755548,0.002887407],"study_design_scores_gemma":[0.000007160808,0.00001015349,0.0002922376,0.000003699958,0.000008097112,0.00001439439,0.00001840326,0.9955296,0.0001127648,0.00389613,0.0001003693,0.000006937396],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6551542,0.001481471,0.2917249,0.003033336,0.0001928705,0.0001025519,0.0007124097,0.0005580969,0.04704003],"genre_scores_gemma":[0.9893561,0.0002367331,0.002405394,0.00007168952,0.00002679233,0.00004709537,0.0001224022,0.00004165679,0.007692124],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02014147,"threshold_uncertainty_score":0.04004848,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0100411209354115,"score_gpt":0.2017550640116475,"score_spread":0.191713943076236,"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."}}