{"id":"W4321201998","doi":"10.1007/s41109-023-00539-6","title":"Distributed Identification of Central Nodes with Less Communication","year":2023,"lang":"en","type":"article","venue":"Applied Network Science","topic":"Complex Network Analysis Techniques","field":"Physics and Astronomy","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Centrality; Closeness; Node (physics); Computer science; Network controllability; Betweenness centrality; Graph; Distributed computing; Computer network; Theoretical computer science; Mathematics; Engineering","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005784893,0.00008596647,0.0001375086,0.00006995826,0.0003004988,0.000063524,0.0005898504,0.00001321161,0.00001779154],"category_scores_gemma":[0.00000211469,0.00007601933,0.00003055696,0.00286161,0.0004373858,0.0001121917,0.000155829,0.00007719291,0.00001033646],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002336296,"about_ca_system_score_gemma":0.00005308755,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000584149,"about_ca_topic_score_gemma":0.00001065413,"domain_scores_codex":[0.9989055,0.00001904223,0.0002405807,0.0002339015,0.0002764982,0.0003245166],"domain_scores_gemma":[0.9990251,0.00006526359,0.0002111769,0.0005559596,0.00009229361,0.00005018961],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00003343093,0.0001076715,0.1366537,0.00001074881,0.00005879846,2.618544e-7,0.0003857832,0.1114767,0.01887124,0.6825961,0.004571942,0.04523362],"study_design_scores_gemma":[0.0005817379,0.00003818781,0.6335667,0.0001073496,0.0001301627,5.767904e-7,0.001435862,0.1959348,0.05555006,0.1100747,0.001890589,0.0006892579],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7857847,0.00002055,0.2080951,0.0001075738,0.00003372264,0.0003074561,0.00001937292,0.0002140804,0.005417415],"genre_scores_gemma":[0.9980684,0.00000645938,0.001612243,0.000006723512,0.00006457726,0.00004500126,0.0001625584,0.000007174219,0.00002686772],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5725214,"threshold_uncertainty_score":0.3099978,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01400894817093204,"score_gpt":0.2576753993902374,"score_spread":0.2436664512193053,"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."}}