{"id":"W2751607618","doi":"10.1103/physreve.98.022203","title":"Ring states in swarmalator systems","year":2018,"lang":"en","type":"article","venue":"Physical review. E","topic":"Nonlinear Dynamics and Pattern Formation","field":"Computer Science","cited_by":60,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"Natural Sciences and Engineering Research Council of Canada; National Science Foundation","keywords":"Swarming (honey bee); Synchronizing; Observable; Quasiperiodicity; Phase space; Aperiodic graph; Physics; Josephson effect; Collective behavior; Statistical physics; Parameter space; Classical mechanics; Mathematics; Topology (electrical circuits); Mathematical analysis; Quantum mechanics; Geometry; Biology; Superconductivity; Ecology; Combinatorics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001715897,0.00006021352,0.0001326164,0.00002249391,0.0000241059,0.00004768002,0.0002663012,0.00000756735,0.000001975948],"category_scores_gemma":[0.00001299519,0.00004788358,0.00003165107,0.0001964827,0.00001275899,0.000256365,0.00008444996,0.00006068693,0.0003480965],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001908186,"about_ca_system_score_gemma":0.00001018949,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002587989,"about_ca_topic_score_gemma":0.000003235645,"domain_scores_codex":[0.999444,0.00003531584,0.0001458018,0.0001239225,0.0001225819,0.0001283418],"domain_scores_gemma":[0.9996282,0.0000273318,0.00005201247,0.0002168595,0.00003756232,0.00003796623],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000009178251,0.0007276942,0.01912735,0.005905607,0.00005048587,0.00002643392,0.0043479,0.0007281852,0.003332079,0.5869923,0.003375727,0.3753771],"study_design_scores_gemma":[0.00006925072,0.00003543295,0.001808105,0.0006340707,0.00000235367,0.000001943245,0.00000172146,0.9848083,0.0001810454,0.002498546,0.009867195,0.0000919964],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8335561,0.002961481,0.1590279,0.0008258774,0.0005188588,0.0003870115,0.000004593936,0.0001015947,0.002616524],"genre_scores_gemma":[0.9981328,0.0006857819,0.000599117,0.0003640787,0.0001839548,0.00001064809,0.000003542071,0.000003880994,0.00001618488],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9840801,"threshold_uncertainty_score":0.4474193,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0153635376699494,"score_gpt":0.3170306892043412,"score_spread":0.3016671515343918,"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."}}