{"id":"W2060533256","doi":"10.1007/s10884-011-9224-3","title":"Dynamics of a Periodically Pulsed Bio-Reactor Model With a Hydraulic Storage Zone","year":2011,"lang":"en","type":"article","venue":"Journal of Dynamics and Differential Equations","topic":"Mathematical Biology Tumor Growth","field":"Mathematics","cited_by":96,"is_retracted":false,"has_abstract":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Eigenvalues and eigenvectors; Limiting; Mathematics; Ordinary differential equation; Partial differential equation; Control theory (sociology); Population; Lift (data mining); Monotone polygon; Applied mathematics; Mechanics; Differential equation; Mathematical analysis; Computer science; Physics; Engineering; Geometry","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":[0.000240642,0.0001967008,0.0005500914,0.000207306,0.00007283485,0.00003016534,0.0002197874,0.0001254769,0.0001301591],"category_scores_gemma":[0.0003722433,0.0001345015,0.0001425621,0.0001387591,0.0002426081,0.0001324201,0.0000638811,0.0002849364,0.000001082217],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007482401,"about_ca_system_score_gemma":0.000136729,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001480775,"about_ca_topic_score_gemma":0.0002365637,"domain_scores_codex":[0.998512,0.00006308915,0.0007610346,0.0001399632,0.0003202161,0.0002037358],"domain_scores_gemma":[0.9982249,0.0003002048,0.0007604896,0.0002223644,0.0003133357,0.00017869],"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":[0.0003137728,0.001481426,0.001215401,0.000230927,0.0003255461,0.00002391311,0.001783671,0.00004133924,0.001918132,0.9918082,0.00001800946,0.0008396636],"study_design_scores_gemma":[0.001026187,0.0005439701,0.0009595264,0.000109236,0.0003245489,0.00007070475,0.0002240171,0.8326505,0.00007745669,0.1638487,4.333419e-7,0.0001647866],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4676355,0.000009616077,0.5314459,0.0001331789,0.00003002724,0.00009725898,0.00004299153,0.00000824273,0.0005972965],"genre_scores_gemma":[0.9713774,0.00001247129,0.02836245,0.00001682395,0.00002587338,0.00000460404,0.00001453818,0.00002477342,0.000161061],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8326091,"threshold_uncertainty_score":0.5484812,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03383118592364687,"score_gpt":0.2585183285519648,"score_spread":0.2246871426283179,"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."}}