{"id":"W2072076940","doi":"10.4310/cms.2015.v13.n4.a6","title":"Ring patterns and their bifurcations in a nonlocal model of biological swarms","year":2015,"lang":"en","type":"article","venue":"Communications in Mathematical Sciences","topic":"Mathematical Biology Tumor Growth","field":"Mathematics","cited_by":99,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"Division of Emerging Frontiers in Research and Innovation; Division of Civil, Mechanical and Manufacturing Innovation; Natural Sciences and Engineering Research Council of Canada; National Science Foundation","keywords":"Ring (chemistry); Bifurcation; Physics; Statistical physics; Classical mechanics; Mechanics; Mathematics; Nonlinear system; Quantum mechanics; Chemistry","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":[0.0003038844,0.0002915585,0.0004549302,0.0005247209,0.0003806803,0.0008451798,0.0006367344,0.0006879856,0.0009942757],"category_scores_gemma":[0.0007368547,0.0001953943,0.0004870887,0.0002495714,0.0008964249,0.0009243574,0.0007748795,0.0003564853,0.000184374],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004526465,"about_ca_system_score_gemma":0.0001992386,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001007598,"about_ca_topic_score_gemma":0.0005207019,"domain_scores_codex":[0.9998643,0.00005123983,0.000007713389,0.00002896873,0.00002794091,0.00001982443],"domain_scores_gemma":[0.9997119,0.00008837936,0.0001004109,0.00003253833,0.00002127778,0.00004535993],"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":[0.0000975325,0.00005148339,0.00250607,0.00009791966,0.00005250552,0.0006574147,0.0004859406,0.6151704,0.01945069,0.3544804,0.0007936573,0.006155943],"study_design_scores_gemma":[0.00001789402,0.00004074848,0.0005356648,0.000006245795,0.00000957975,0.0001005603,0.00004535105,0.9560097,0.0006906855,0.04190123,0.0006313088,0.00001093291],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6469842,0.001530832,0.335142,0.0005853848,0.00006083002,0.00004985593,0.00007073682,0.0001942192,0.01538189],"genre_scores_gemma":[0.9846822,0.0002981595,0.01168635,0.00003656701,0.00002550827,0.00003268294,0.00002326773,0.00001924373,0.003196141],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001007598,"threshold_uncertainty_score":0.003326178,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3900463031906533,"score_gpt":0.410727413743985,"score_spread":0.02068111055333166,"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."}}