{"id":"W2564841414","doi":"10.3934/mbe.2017036","title":"Mathematical analysis of a quorum sensing induced biofilm dispersal model and numerical simulation of hollowing effects","year":2017,"lang":"en","type":"article","venue":"Mathematical Biosciences & Engineering","topic":"Micro and Nano Robotics","field":"Physics and Astronomy","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph; Toronto Metropolitan University","funders":"","keywords":"Quorum sensing; Uniqueness; Reaction–diffusion system; Diffusion; Bounded function; Biofilm; Degeneracy (biology); Autoinducer; Biological system; Mathematics; Applied mathematics; Physics; Mathematical analysis; Thermodynamics; Biology","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":[0.0002419807,0.0001426856,0.0004768063,0.0001586458,0.0001118824,0.00006683681,0.0001823833,0.00004615185,0.00001424059],"category_scores_gemma":[0.0001595935,0.0001145683,0.0001471236,0.0002576481,0.0001098051,0.0001536505,0.0001146349,0.00008053634,0.000001492912],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008489253,"about_ca_system_score_gemma":0.00001702809,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001305504,"about_ca_topic_score_gemma":1.66356e-7,"domain_scores_codex":[0.9990137,0.00001107449,0.0003300422,0.0001957747,0.0002244856,0.0002249509],"domain_scores_gemma":[0.9991379,0.0002980712,0.0001577428,0.0002860448,0.0000319322,0.0000883207],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000007035265,0.0001863691,0.0043791,0.0003363617,0.0003776096,0.000001630018,0.001285969,0.4283007,0.4768187,0.08610224,8.778413e-7,0.002203392],"study_design_scores_gemma":[0.0001202642,0.00002294458,0.001003438,0.0001054811,0.0002791869,2.746337e-7,0.00005813346,0.9725759,0.02379258,0.001922448,3.573137e-7,0.0001190042],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5280783,0.000004165859,0.4716537,0.00001659675,0.00001846514,0.00006048158,0.000003475088,0.00000824788,0.0001565227],"genre_scores_gemma":[0.975082,2.575654e-7,0.02487984,0.000002494549,0.00001645129,0.000001128355,0.000001221823,0.00000866849,0.000007943477],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5442752,"threshold_uncertainty_score":0.467196,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01531312024554305,"score_gpt":0.2671572468462201,"score_spread":0.251844126600677,"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."}}