{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004320703,0.0005444231,0.0008217569,0.0005591393,0.0005482101,0.0008715325,0.001066799,0.001968616,0.001371532],"category_scores_gemma":[0.001352653,0.0003487247,0.000866125,0.0003516161,0.0009664559,0.0009399551,0.001054444,0.0007882265,0.0001591676],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001149179,"about_ca_system_score_gemma":0.0008629498,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006302677,"about_ca_topic_score_gemma":0.001983584,"domain_scores_codex":[0.9998344,0.00004278169,0.00001339751,0.00003195217,0.00004580867,0.00003164987],"domain_scores_gemma":[0.9993931,0.0002690026,0.0001639361,0.00003484366,0.00008314442,0.00005592533],"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":[0.00001750889,0.00002958625,0.0005395497,0.00004734705,0.00001890103,0.0001866344,0.00004927537,0.9656727,0.007939626,0.02434241,0.0001893873,0.0009670273],"study_design_scores_gemma":[0.000006138196,0.00001037918,0.00009806083,0.000002937374,0.0000036533,0.00001377128,0.00000636607,0.9978155,0.0003436983,0.001523512,0.0001714168,0.000004521979],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3729554,0.001425701,0.6015584,0.001776395,0.0001476327,0.0001335207,0.0003546276,0.0002709486,0.02137727],"genre_scores_gemma":[0.9587988,0.0005243324,0.032749,0.000171906,0.00004100478,0.0002267965,0.0001477588,0.00005035456,0.007290143],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006302677,"threshold_uncertainty_score":0.012532,"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."}}