{"id":"W3171352515","doi":"10.1145/3458336.3465273","title":"mmapx","year":2021,"lang":"en","type":"article","venue":"","topic":"Security and Verification in Computing","field":"Computer Science","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"VMware","keywords":"Computer science; System on a chip; Embedded system; Computer architecture","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000695089,0.0009312353,0.0004872167,0.0009128298,0.0008810007,0.002457066,0.001669361,0.000983894,0.2936172],"category_scores_gemma":[0.001826996,0.0005623445,0.0004077904,0.0008557563,0.0003238296,0.002528919,0.002675375,0.001553094,0.1952221],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004738543,"about_ca_system_score_gemma":0.000807691,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008405746,"about_ca_topic_score_gemma":0.0007538674,"domain_scores_codex":[0.9992064,0.000102913,0.00004645942,0.0001539067,0.0003817037,0.0001085727],"domain_scores_gemma":[0.9991733,0.00008536867,0.000043421,0.0003086817,0.0002651835,0.0001239813],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006398357,0.00007981978,0.0007121006,0.0004086116,0.00003482067,0.0001841082,0.0001529604,0.0008898237,0.01271938,0.03019395,0.6870746,0.2669099],"study_design_scores_gemma":[0.00004256677,0.0000586003,0.0004821187,0.00003874407,0.00001101677,0.0001328407,0.00001948851,0.002108879,0.008132962,0.003665173,0.9852915,0.00001606966],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.009634548,0.002304597,0.1387837,0.002549319,0.003556001,0.0006873514,0.01685822,0.1660522,0.659574],"genre_scores_gemma":[0.08260349,0.00206999,0.08511122,0.002876587,0.001118182,0.001075255,0.0397959,0.02182327,0.7635261],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7063828,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01965136784796265,"score_gpt":0.2441913119014643,"score_spread":0.2245399440535017,"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."}}