{"id":"W4312107465","doi":"10.48550/arxiv.2212.10757","title":"Circular flows in mono-directed signed graphs","year":2022,"lang":"en","type":"preprint","venue":"arXiv (Cornell University)","topic":"Advanced Graph Theory Research","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Science Foundation of Zhejiang Province; European Commission; Natural Sciences and Engineering Research Council of Canada; National Natural Science Foundation of China; Young Elite Scientists Sponsorship Program by Tianjin; Agence Nationale de la Recherche","keywords":"Combinatorics; Signed graph; Mathematics; Vertex (graph theory); Sigma; Graph; Discrete mathematics; Physics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006671695,0.0006096482,0.0003499393,0.002016882,0.001053584,0.001631015,0.0007745802,0.0007975526,0.00467357],"category_scores_gemma":[0.002472454,0.0003099139,0.0005227213,0.001949863,0.001702802,0.003832176,0.001636513,0.001195657,0.0007734476],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001185706,"about_ca_system_score_gemma":0.0005695967,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001249612,"about_ca_topic_score_gemma":0.00107521,"domain_scores_codex":[0.9992938,0.0001416155,0.00005622302,0.0002068613,0.0001998281,0.0001016485],"domain_scores_gemma":[0.9988039,0.0004127556,0.0002441506,0.000161683,0.0002104004,0.0001671455],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00007315454,0.00003358336,0.0006523503,0.0001637243,0.000009776038,0.0001678616,0.0003510079,0.007172795,0.003137014,0.9397712,0.001896083,0.04657149],"study_design_scores_gemma":[0.00001921446,0.00006915213,0.0007376346,0.0001201432,0.00003044323,0.0005253013,0.0003295018,0.05361052,0.003694753,0.8907197,0.05008089,0.00006290646],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.14512,0.004635959,0.7870023,0.0008832724,0.0008070892,0.000247519,0.0007120262,0.0006824053,0.05990944],"genre_scores_gemma":[0.7255706,0.004115548,0.2490762,0.0009282882,0.0006229564,0.0003709802,0.001127053,0.0002295018,0.017959],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00467357,"threshold_uncertainty_score":0.01563466,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06446944014509982,"score_gpt":0.2129835223881803,"score_spread":0.1485140822430805,"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."}}