{"id":"W3198544415","doi":"","title":"Compact Certificates of Collective Knowledge.","year":2020,"lang":"en","type":"preprint","venue":"DSpace@MIT (Massachusetts Institute of Technology)","topic":"Blockchain Technology Applications and Security","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Axela (Canada); University of Waterloo","funders":"","keywords":"Certificate; Computer science; Scheme (mathematics); Block (permutation group theory); Computer security; Theoretical computer science; Mathematics; Combinatorics","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":[0.007321468,0.0008072963,0.001085474,0.001794024,0.001828749,0.00529041,0.002814023,0.002191399,0.01190951],"category_scores_gemma":[0.02925198,0.0008629062,0.001090479,0.002475641,0.00487477,0.01506046,0.008412901,0.003513713,0.00296183],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002335363,"about_ca_system_score_gemma":0.003478173,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001377772,"about_ca_topic_score_gemma":0.001161986,"domain_scores_codex":[0.9902535,0.002602247,0.0005992178,0.001280173,0.004460098,0.000804792],"domain_scores_gemma":[0.9611376,0.009357798,0.003114583,0.02138755,0.003558147,0.001444337],"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":[0.0004543195,0.0001296336,0.001309061,0.0004835791,0.00006984705,0.0002667393,0.0005450705,0.04232774,0.004954717,0.8248665,0.008247846,0.1163449],"study_design_scores_gemma":[0.0002486233,0.0003982689,0.0004694262,0.000299201,0.00008345558,0.0006834556,0.0002030416,0.1441151,0.01487582,0.7357714,0.1027757,0.00007638738],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.01994724,0.0009161491,0.9550737,0.001140295,0.000331567,0.0005514676,0.000497257,0.002923053,0.01861923],"genre_scores_gemma":[0.5776139,0.001106737,0.3963676,0.0004530075,0.000401212,0.0008216667,0.001468458,0.0004635124,0.02130399],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.01190951,"threshold_uncertainty_score":0.03984129,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03318550581565376,"score_gpt":0.2776303209923702,"score_spread":0.2444448151767164,"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."}}