{"id":"W4399356735","doi":"10.1098/rsos.231537","title":"Emergence of collective behaviours from local Voronoi topological perception","year":2024,"lang":"en","type":"article","venue":"Royal Society Open Science","topic":"Slime Mold and Myxomycetes Research","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Voronoi diagram; Observable; Centroidal Voronoi tessellation; Computer science; Computation; Topology (electrical circuits); Range (aeronautics); Perception; Weighted Voronoi diagram; Statistical physics; Theoretical computer science; Mathematics; Algorithm; Physics; Geometry; Engineering; Combinatorics","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":[0.0003103249,0.0001705342,0.0003523818,0.0004545823,0.000400771,0.001087134,0.0004195025,0.0004492047,0.0008289819],"category_scores_gemma":[0.00276892,0.0002261157,0.0002977824,0.0002481432,0.001546666,0.001429088,0.001391249,0.0004468967,0.0001120108],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003673578,"about_ca_system_score_gemma":0.0002647119,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007993113,"about_ca_topic_score_gemma":0.0008278902,"domain_scores_codex":[0.9997784,0.00007348094,0.000006495944,0.00003569405,0.00007051083,0.0000353095],"domain_scores_gemma":[0.9991077,0.0003922166,0.0001759982,0.0001406199,0.00007318129,0.0001103086],"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":[0.0001761347,0.00007094692,0.01768581,0.0002133269,0.00008671005,0.001081871,0.003016408,0.4765378,0.05701953,0.4096196,0.001226686,0.03326503],"study_design_scores_gemma":[0.00002517469,0.0000704396,0.006886909,0.00002710446,0.00001304964,0.0003952966,0.001002161,0.8274761,0.004343702,0.1573958,0.002315515,0.00004876985],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7524679,0.0002295467,0.2380794,0.0002986992,0.00002543827,0.00002623866,0.00005938335,0.000161663,0.008651708],"genre_scores_gemma":[0.9939532,0.00004187035,0.005690497,0.000009180169,0.000004684177,0.000008896333,0.00001615135,0.00001020648,0.0002652478],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001087134,"threshold_uncertainty_score":0.002773225,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02634413577756769,"score_gpt":0.3213848830305283,"score_spread":0.2950407472529606,"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."}}