{"id":"W4293769253","doi":"10.1111/coin.12546","title":"Cluster‐based improvement rates for trust establishment models in single or distributed multi‐agent systems","year":2022,"lang":"en","type":"article","venue":"Computational Intelligence","topic":"Access Control and Trust","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Trustworthiness; Computer science; Cluster (spacecraft); Cluster analysis; Artificial intelligence; Computer security; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005800236,0.0008097782,0.0008395031,0.001109576,0.0006846217,0.001239044,0.001696229,0.0006675094,0.001610553],"category_scores_gemma":[0.02405064,0.0004264972,0.0007052422,0.0007369305,0.001074979,0.002200477,0.001550863,0.001522942,0.0002117069],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003148337,"about_ca_system_score_gemma":0.001591642,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02030289,"about_ca_topic_score_gemma":0.009783686,"domain_scores_codex":[0.9982694,0.0006436352,0.0001139771,0.0003488084,0.0003956245,0.0002285152],"domain_scores_gemma":[0.9856629,0.008616413,0.001525183,0.001302256,0.002464246,0.000429079],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00007830943,0.00001940177,0.0008741274,0.00001451969,0.00001535843,0.00001022172,0.00004705671,0.9882489,0.0002713575,0.004626518,0.0001748919,0.005619322],"study_design_scores_gemma":[0.000002506933,0.00001180084,0.00008906343,0.000001611949,0.000003492019,0.000002756304,0.000006446831,0.9987835,0.0001442312,0.000906071,0.00004571612,0.000002838485],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1901997,0.0003422415,0.8049204,0.0004309385,0.0000520802,0.0001654624,0.0001023248,0.000592147,0.003194861],"genre_scores_gemma":[0.9769291,0.00008428057,0.02196758,0.00001455375,0.000007666858,0.00006211758,0.00005284832,0.00003202651,0.0008497571],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02030289,"threshold_uncertainty_score":0.04036945,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09754477033518438,"score_gpt":0.3660383583734495,"score_spread":0.2684935880382651,"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."}}