{"id":"W4402594163","doi":"10.1109/blockchain62396.2024.00013","title":"An AI Multi-Model Approach to DeFi Project Trust Scoring and Security","year":2024,"lang":"en","type":"article","venue":"","topic":"Construction Project Management and Performance","field":"Decision Sciences","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Computer science; Artificial intelligence; Computer security","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":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.001437115,0.0001265108,0.0001440448,0.0005606341,0.0001583681,0.001113153,0.0003315001,0.00004245075,0.00009529835],"category_scores_gemma":[0.00008452783,0.00008783334,0.00004400043,0.00105635,0.00005081419,0.001079221,0.0001800351,0.0001383291,0.0001281326],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001835542,"about_ca_system_score_gemma":0.00007069432,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008291034,"about_ca_topic_score_gemma":0.00007908875,"domain_scores_codex":[0.9983159,0.00004205502,0.0002936419,0.0006287839,0.0005122229,0.0002074332],"domain_scores_gemma":[0.9993723,0.000059038,0.00002383108,0.0003747554,0.00007684495,0.00009319829],"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":[0.00008254759,0.0002211801,0.04911724,0.0001751669,0.00004977735,0.000007515172,0.0137176,0.003513135,0.0004543622,0.163962,0.03183686,0.7368626],"study_design_scores_gemma":[0.0001254973,0.0000315102,0.000933122,0.000009819246,0.00000698038,0.00001091983,0.001255399,0.9732841,0.00009335342,0.003067326,0.02102703,0.0001549347],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6124344,0.0001217954,0.2729293,0.0004276093,0.0005125856,0.0006512986,0.00001094777,0.0003456508,0.1125664],"genre_scores_gemma":[0.9677379,0.00001633521,0.02510405,0.0003268815,0.00006579877,0.0000322742,0.000001879469,0.000008995312,0.006705923],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.969771,"threshold_uncertainty_score":0.9999238,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1591069400021257,"score_gpt":0.4259692871598585,"score_spread":0.2668623471577328,"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."}}