{"id":"W2602756700","doi":"10.1145/3046941","title":"An Influence Propagation View of PageRank","year":2017,"lang":"en","type":"article","venue":"ACM Transactions on Knowledge Discovery from Data","topic":"Opinion Dynamics and Social Influence","field":"Physics and Astronomy","cited_by":82,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"National Natural Science Foundation of China; National Science Fund for Distinguished Young Scholars; Youth Innovation Promotion Association; National Science Foundation","keywords":"PageRank; Computer science; Ranking (information retrieval); Computation; Constraint (computer-aided design); Node (physics); Theoretical computer science; Data mining; Information retrieval; Algorithm; Mathematics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001372822,0.0009984666,0.0009339707,0.003115342,0.0008998935,0.00316679,0.001761522,0.001400025,0.005173957],"category_scores_gemma":[0.007133948,0.0004701633,0.0008065512,0.002550086,0.002154153,0.006023257,0.001033648,0.002168429,0.001449826],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001666118,"about_ca_system_score_gemma":0.0009021221,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004847981,"about_ca_topic_score_gemma":0.003735316,"domain_scores_codex":[0.998477,0.0004269178,0.00005133149,0.0003170171,0.0006237673,0.0001038719],"domain_scores_gemma":[0.9968976,0.00168493,0.0003345018,0.0003427686,0.0005911713,0.0001489215],"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":[0.00002769503,0.00003273383,0.0007888108,0.0001680523,0.00005474352,0.0001150263,0.0002242625,0.06631402,0.00117399,0.8932958,0.005389822,0.03241502],"study_design_scores_gemma":[0.00001987828,0.00004197473,0.0004022416,0.00003806987,0.00003688884,0.00014613,0.0000559068,0.3878573,0.0006470433,0.5943128,0.01641701,0.00002475461],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.00864299,0.001885635,0.9496561,0.002608612,0.0002054332,0.00007108715,0.0002864632,0.0003949816,0.0362487],"genre_scores_gemma":[0.7756464,0.006628706,0.1793624,0.0009647612,0.002081324,0.0003380799,0.000645915,0.0002585665,0.0340738],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005173957,"threshold_uncertainty_score":0.01730859,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04113487103308461,"score_gpt":0.345878011987555,"score_spread":0.3047431409544704,"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."}}