{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00013727,0.0001499187,0.0002124827,0.00003679169,0.0005175538,0.0002760403,0.001957895,0.00004763517,0.0001525846],"category_scores_gemma":[0.00001884316,0.0001438401,0.00006861816,0.00006452973,0.0001631119,0.002695205,0.00005466626,0.0001698442,0.00005577574],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001470031,"about_ca_system_score_gemma":0.0001159904,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001677692,"about_ca_topic_score_gemma":0.0001811374,"domain_scores_codex":[0.999001,0.00005231127,0.000267914,0.0003985611,0.0001290604,0.0001511102],"domain_scores_gemma":[0.9961578,0.00008279178,0.0001972143,0.003401404,0.00009480951,0.00006600426],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0001585767,0.003618301,0.05410367,0.0001180339,0.0005670246,0.000002356476,0.002544837,0.001917556,0.01421656,0.02231427,0.0002467643,0.900192],"study_design_scores_gemma":[0.005935146,0.0008841513,0.7445435,0.001949587,0.000879129,0.000001141107,0.002538935,0.05087984,0.0429886,0.1258054,0.02025862,0.003336003],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8142864,0.00006966068,0.1748541,0.000180548,0.0004775055,0.0002849894,0.008456795,0.00002699591,0.001363059],"genre_scores_gemma":[0.9980007,0.00003975412,0.0007789271,0.00001646533,0.0001231456,0.00002033627,0.0008648611,0.00001593207,0.0001399242],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8968561,"threshold_uncertainty_score":0.586563,"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."}}