{"id":"W2109807035","doi":"10.1007/3-540-45071-8_29","title":"Perturbation of the Hyper-Linked Environment","year":2003,"lang":"en","type":"book-chapter","venue":"Lecture notes in computer science","topic":"Complex Network Analysis Techniques","field":"Physics and Astronomy","cited_by":25,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Computer science; PageRank; Stability (learning theory); Link (geometry); Link analysis; Perturbation (astronomy); Data mining; Theoretical computer science; Algorithm; Machine learning; Computer network","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":[0.0002332332,0.0002158246,0.0002699115,0.0001296961,0.0001042022,0.00003908122,0.0007088457,0.00007153361,0.0002218949],"category_scores_gemma":[0.000004489268,0.0001551815,0.0001633733,0.0001531141,0.0004013502,0.00005148925,0.0002878981,0.0003190085,0.000005454009],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008943216,"about_ca_system_score_gemma":0.00006975135,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001648169,"about_ca_topic_score_gemma":0.000003281014,"domain_scores_codex":[0.9986653,0.00002353965,0.0002826676,0.0004336901,0.0004041153,0.0001906342],"domain_scores_gemma":[0.9988866,0.0001076779,0.0002383602,0.0006917576,0.00004413833,0.00003144275],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000003665169,0.00007050001,0.003377204,0.000014482,0.00004782107,6.702238e-7,0.0003725193,0.05892716,0.0008336578,0.05396824,0.0001308151,0.8822533],"study_design_scores_gemma":[0.0001946702,0.00007227476,0.0007757495,0.0002554847,0.00006583618,0.000002402988,3.295075e-7,0.1027712,0.007393327,0.8699026,0.01798097,0.0005851806],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0007505047,0.0001166704,0.9895421,0.0002208609,0.0001894677,0.0002328631,0.000004082165,0.00001375242,0.008929702],"genre_scores_gemma":[0.9549797,0.00001020295,0.04317905,0.0003223209,0.0003331422,0.000007685046,0.00000752711,0.00002299516,0.001137389],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9542292,"threshold_uncertainty_score":0.6328118,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01148093721732509,"score_gpt":0.2184178030753803,"score_spread":0.2069368658580552,"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."}}