{"id":"W2067813875","doi":"10.1145/1150735.1150738","title":"A reputation mechanism for layered communities","year":2006,"lang":"en","type":"article","venue":"ACM SIGecom Exchanges","topic":"Access Control and Trust","field":"Social Sciences","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Reputation; Incentive; Internet privacy; Computer science; Mechanism (biology); Computer security; Mechanism design; Digital content; Digital goods; Peer-to-peer; Business; World Wide Web; Microeconomics; Economics; Law","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":[0.0003671415,0.00008887734,0.0001349235,0.00006617585,0.0007565916,0.0001245735,0.0003936116,0.00008747648,0.0001670806],"category_scores_gemma":[0.0002070125,0.0000868002,0.00006154771,0.000103802,0.00008799085,0.0002426785,0.00006171694,0.00005706187,0.00002056524],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003962537,"about_ca_system_score_gemma":0.00003692264,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01784816,"about_ca_topic_score_gemma":0.05165912,"domain_scores_codex":[0.9991959,0.0001116567,0.0001350697,0.0001085085,0.0001762746,0.0002725993],"domain_scores_gemma":[0.9989528,0.0005195644,0.0000901426,0.0002399755,0.0001596313,0.00003789839],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0000395672,0.00008716665,0.002033018,0.00002960199,0.00003002911,0.000002452433,0.01648581,0.00001965426,0.0002580479,0.951241,0.007203027,0.02257063],"study_design_scores_gemma":[0.001049293,0.0001090776,0.003876874,0.00002613262,0.00003771099,8.40034e-7,0.02992918,0.0004098019,0.0008645927,0.8575791,0.1057718,0.0003456156],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.70935,0.002423679,0.04702947,0.07348908,0.002860964,0.003506054,0.0002270405,0.00150483,0.1596088],"genre_scores_gemma":[0.9940302,0.00008667997,0.001607245,0.000461467,0.0005964491,0.0001866359,0.00004389754,0.00001354292,0.002973897],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2846801,"threshold_uncertainty_score":0.988692,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05099866233568784,"score_gpt":0.3259098500974883,"score_spread":0.2749111877618005,"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."}}