{"id":"W1988844462","doi":"10.1142/s0218202511005489","title":"COLLECTIVE BEHAVIOR OF BIOLOGICAL AGGREGATIONS IN TWO DIMENSIONS: A NONLOCAL KINETIC MODEL","year":2011,"lang":"en","type":"article","venue":"Mathematical Models and Methods in Applied Sciences","topic":"Mathematical Biology Tumor Growth","field":"Mathematics","cited_by":40,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Group (periodic table); Bounded function; Kinetic energy; Collective motion; Motion (physics); Statistical physics; Movement (music); Mathematics; Physics; Mathematical analysis; Classical mechanics","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":[0.0007145256,0.0006596039,0.0007917194,0.0007178817,0.0004709418,0.001368881,0.001756224,0.001407067,0.00126743],"category_scores_gemma":[0.001503818,0.0003550813,0.0009281563,0.0006107896,0.001590434,0.002058705,0.001477707,0.0009499844,0.0003523378],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008111336,"about_ca_system_score_gemma":0.0005316338,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002552633,"about_ca_topic_score_gemma":0.001197675,"domain_scores_codex":[0.9996502,0.0001177539,0.00002094943,0.00007278159,0.00008614547,0.00005203327],"domain_scores_gemma":[0.9993033,0.0002366243,0.0002078415,0.00007865028,0.00007294372,0.0001006511],"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":[0.0000387643,0.0000591934,0.0008431681,0.00008216301,0.00003803516,0.0003651291,0.0002288452,0.7821358,0.004692799,0.2080275,0.0008181112,0.002670367],"study_design_scores_gemma":[0.00001804759,0.00001739383,0.0001175496,0.000004566759,0.000006822685,0.00003275998,0.00002012316,0.9825066,0.0001347595,0.01660677,0.000523675,0.00001099371],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1709605,0.0009494304,0.8069636,0.002187335,0.000166062,0.00008505758,0.0001908945,0.0001325668,0.01836459],"genre_scores_gemma":[0.9395434,0.0008038696,0.04279099,0.0002975682,0.0001329137,0.0002631001,0.0001413996,0.00006111084,0.01596565],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002552633,"threshold_uncertainty_score":0.005885184,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2841294590917783,"score_gpt":0.4467420477080707,"score_spread":0.1626125886162925,"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."}}