{"id":"W4391093907","doi":"10.1109/bigdata59044.2023.10386845","title":"Maximum Flow on Highly Dynamic Graphs","year":2023,"lang":"en","type":"article","venue":"","topic":"Graph Theory and Algorithms","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Computer science; Asynchronous communication; Vertex (graph theory); Latency (audio); Theoretical computer science; Graph","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":[0.002887357,0.0008103136,0.001044711,0.00200783,0.001297665,0.00200189,0.001520008,0.001123778,0.002282053],"category_scores_gemma":[0.01534643,0.000588703,0.0006954803,0.002102184,0.001554956,0.004544187,0.002189568,0.001232136,0.0003932652],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00170045,"about_ca_system_score_gemma":0.001465481,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003104913,"about_ca_topic_score_gemma":0.002916174,"domain_scores_codex":[0.9984863,0.0005344134,0.00006601195,0.0003845623,0.0003206921,0.0002080474],"domain_scores_gemma":[0.9912315,0.00676357,0.0006422575,0.0006171496,0.0005146639,0.0002307752],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0003320215,0.000125856,0.001698391,0.00036093,0.000061468,0.0001597378,0.000385268,0.7222202,0.007830719,0.1303831,0.005313619,0.1311287],"study_design_scores_gemma":[0.00002354332,0.0000300412,0.0002379052,0.00001439272,0.00001111409,0.00004024245,0.0000421722,0.8345551,0.002197594,0.1612352,0.00160428,0.000008363982],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.05137485,0.0004764733,0.9425149,0.0007115479,0.00004679422,0.0001165844,0.000274979,0.0009441192,0.003539819],"genre_scores_gemma":[0.6109159,0.0007160194,0.3826821,0.0002583746,0.0001393282,0.000278191,0.0006516714,0.0003363089,0.004022113],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003104913,"threshold_uncertainty_score":0.01526999,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00940772776099345,"score_gpt":0.2282682565174308,"score_spread":0.2188605287564374,"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."}}