{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002189083,0.00009353091,0.00007929172,0.0002119749,0.0001093016,0.00007667932,0.0006233912,0.00003366793,0.0000343897],"category_scores_gemma":[0.000008559804,0.00007420387,0.00007313278,0.001003602,0.00002762329,0.000169008,0.0001250939,0.00008213102,0.001928169],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007283656,"about_ca_system_score_gemma":0.00000993711,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002584797,"about_ca_topic_score_gemma":0.000002671738,"domain_scores_codex":[0.999163,0.00003751093,0.00009312754,0.0002798031,0.0001746219,0.0002519259],"domain_scores_gemma":[0.9993783,0.00007219754,0.00001688565,0.0004479233,0.0000174424,0.0000672726],"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":[0.000003054168,0.00002900483,0.00003096363,0.000004217961,0.0000115423,0.00008068208,0.0001466738,0.0004583506,0.000348169,0.866018,0.003119654,0.1297497],"study_design_scores_gemma":[0.0001625221,0.0000893059,0.002276639,0.000007147756,0.000001331827,0.000006592871,0.00001412211,0.3134512,0.0006334872,0.6811858,0.002022241,0.0001496199],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1660324,0.00003036994,0.7632446,0.007669178,0.003642281,0.0002857881,0.00001049965,0.004573195,0.05451166],"genre_scores_gemma":[0.9763859,0.00001460229,0.01732816,0.0009205177,0.00001944595,0.00001194884,0.0000048597,0.000009694165,0.005304859],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8103535,"threshold_uncertainty_score":0.998849,"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."}}