{"id":"W4302445555","doi":"","title":"On stability and stabilization for chemostats with many limiting nutrients","year":2011,"lang":"en","type":"preprint","venue":"Civil War Book Review","topic":"Phosphorus and nutrient management","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Limiting; Stability (learning theory); Nutrient; Chemostat; Computer science; Biological system; Biology; Ecology; Genetics; Engineering; Bacteria","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003300369,0.0009737107,0.0007235438,0.0005573489,0.0005055026,0.0008559161,0.0005771506,0.001084371,0.002078486],"category_scores_gemma":[0.0009538825,0.0002376888,0.0006989511,0.0005699337,0.001535408,0.0009036379,0.0007080535,0.00104244,0.0004531941],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009520303,"about_ca_system_score_gemma":0.0003747631,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002543309,"about_ca_topic_score_gemma":0.001622464,"domain_scores_codex":[0.9998555,0.00003689585,0.000005881723,0.00004062986,0.00004390107,0.00001719717],"domain_scores_gemma":[0.9997398,0.0001790694,0.00002410885,0.00001208995,0.00003445777,0.00001050906],"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":[0.00004160706,0.00003905671,0.0005210209,0.0004571658,0.00006996037,0.0003454428,0.0002321861,0.4119288,0.01578385,0.4994896,0.009712689,0.0613787],"study_design_scores_gemma":[0.00002102253,0.00007506463,0.0005225808,0.0000920529,0.00002921756,0.0001765619,0.00005345639,0.6452724,0.003951923,0.3217235,0.02804717,0.00003510252],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.09334558,0.07214557,0.7093913,0.005474123,0.001253827,0.00008628166,0.0002078294,0.0004573886,0.1176381],"genre_scores_gemma":[0.8244408,0.06141781,0.04487093,0.0007329591,0.001052139,0.0002589322,0.0002146978,0.0001733021,0.06683857],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002543309,"threshold_uncertainty_score":0.00695318,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02996112590101417,"score_gpt":0.2444923849730271,"score_spread":0.2145312590720129,"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."}}