{"id":"W2000922801","doi":"10.1007/978-3-031-01850-3","title":"Information and Influence Propagation in Social Networks","year":2014,"lang":"en","type":"book","venue":"Synthesis lectures on data management","topic":"Complex Network Analysis Techniques","field":"Physics and Astronomy","cited_by":252,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Social media; Social network (sociolinguistics); Internet privacy; Sociology; Economic geography; Computer science; World Wide Web; Geography","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004543947,0.0003032823,0.0003662332,0.0003519616,0.0001316921,0.0002264498,0.0006893984,0.0001082857,0.00009903804],"category_scores_gemma":[0.00001338368,0.0002905577,0.00005342382,0.0001286799,0.00005145484,0.0003882378,0.0006445822,0.0003079674,0.00002423675],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009791748,"about_ca_system_score_gemma":0.00002494841,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005042991,"about_ca_topic_score_gemma":0.00004088724,"domain_scores_codex":[0.9986088,0.00008777361,0.0004219187,0.0003667127,0.0002827024,0.0002321197],"domain_scores_gemma":[0.9986321,0.0001243196,0.0003376883,0.0008428374,0.00003211043,0.00003090837],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002867602,0.00003250257,0.0002083979,0.0001353264,0.0002678841,0.000001045555,0.0000498708,0.002537972,2.682292e-7,0.06653684,0.1784481,0.7517531],"study_design_scores_gemma":[0.0002399254,0.00003179319,0.004490782,0.0005729288,0.000419072,2.149594e-7,0.00002546274,0.02377201,0.00001281397,0.03103605,0.938645,0.0007539391],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0004150633,0.0001358019,0.1300945,0.0004625688,0.0001006571,0.002180177,0.0002909523,0.0002261351,0.8660941],"genre_scores_gemma":[0.9510003,0.0002089843,0.002025623,0.001072804,0.002036404,0.000708235,0.0121216,0.00012802,0.03069802],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9505852,"threshold_uncertainty_score":0.9999546,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01122099561622583,"score_gpt":0.2480253541348997,"score_spread":0.2368043585186738,"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."}}