{"id":"W7124166406","doi":"10.65109/kcyo5207","title":"Modeling agent trustworthiness with credibility for message recommendation in social networks","year":2014,"lang":"","type":"article","venue":"","topic":"Access Control and Trust","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Credibility; Trustworthiness; Social network (sociolinguistics); Recommender system; Multi-agent system; User modeling","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","sts"],"consensus_categories":[],"category_scores_codex":[0.003861091,0.0003018835,0.0005493781,0.0000884675,0.001367708,0.0002966128,0.0003687412,0.0003429484,0.0006643655],"category_scores_gemma":[0.000188051,0.0002511507,0.0001590756,0.0005882857,0.000196408,0.0007685202,0.00008123687,0.0003304875,0.000004216794],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000204776,"about_ca_system_score_gemma":0.000161253,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003568938,"about_ca_topic_score_gemma":0.02548389,"domain_scores_codex":[0.9969282,0.0005347714,0.0006946923,0.0007011423,0.0003525097,0.0007886449],"domain_scores_gemma":[0.9988089,0.0003482988,0.0002249773,0.0001868317,0.0002763452,0.0001546702],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001164559,0.0005042678,0.0170978,0.00008977734,0.00009862766,7.965728e-7,0.007246932,0.3346683,6.937533e-7,0.114776,0.0004306169,0.5239217],"study_design_scores_gemma":[0.002291214,0.000104107,0.002481237,0.00003237082,0.00007138761,1.294097e-7,0.00244278,0.9849709,9.076528e-7,0.004763505,0.002479129,0.0003623194],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0742314,0.0000863813,0.8781005,0.007407548,0.000884902,0.001451013,0.00001242376,0.00008579767,0.03774006],"genre_scores_gemma":[0.9962631,0.00007464394,0.0006610128,0.0004957654,0.001967998,0.0001574701,0.00004215244,0.00002251609,0.0003153764],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9220316,"threshold_uncertainty_score":0.9999941,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03872591418645687,"score_gpt":0.3161129524229193,"score_spread":0.2773870382364624,"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."}}