{"id":"W3198515637","doi":"10.14778/3476249.3476283","title":"SlimChain","year":2021,"lang":"en","type":"article","venue":"Proceedings of the VLDB Endowment","topic":"Blockchain Technology Applications and Security","field":"Computer Science","cited_by":143,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Computer science; Blockchain; Scalability; Distributed computing; Database transaction; Computer network; Robustness (evolution); Distributed data store; Node (physics); Computer security; Database","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":[0.0001627938,0.00006597559,0.00009182382,0.00003088128,0.00009842859,0.00003018246,0.0009497809,0.00004653624,0.000008127463],"category_scores_gemma":[0.00004350924,0.0000478496,0.00006192339,0.0004660283,0.00005450807,0.00007211336,0.0006840191,0.0001087616,0.000006728069],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002371147,"about_ca_system_score_gemma":0.00002778956,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005134527,"about_ca_topic_score_gemma":0.000001277784,"domain_scores_codex":[0.9993379,0.000003078526,0.0001421733,0.0002138519,0.0001632977,0.0001397087],"domain_scores_gemma":[0.9994472,0.0000148877,0.00009312364,0.0002575285,0.0001619952,0.00002532627],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[5.057543e-7,0.00007241115,0.0006725701,0.00001272317,0.00001083479,2.986194e-7,0.0002218188,9.307327e-7,0.03515789,0.9556906,0.001527817,0.006631651],"study_design_scores_gemma":[0.0001783872,0.00001798329,0.00121148,0.00001932072,0.000006553452,0.00003002522,0.0001271186,0.001319286,0.8341488,0.1458716,0.01698284,0.00008663263],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8050135,0.001633377,0.0297914,0.09343117,0.0007254562,0.0009512082,0.000007036478,0.0007373251,0.06770957],"genre_scores_gemma":[0.9825384,0.00003128308,0.01667801,0.0003071565,0.00001593176,0.00004477183,1.341835e-7,0.000003255321,0.0003810245],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.809819,"threshold_uncertainty_score":0.195125,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007848441708610996,"score_gpt":0.2075309755193116,"score_spread":0.1996825338107006,"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."}}