{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00005801013,0.00002119029,0.00002545502,0.0000102847,0.00004816675,0.00008286745,0.0002183472,0.00001191777,0.0001020412],"category_scores_gemma":[0.00002196074,0.00002075891,0.00001601567,0.0001827406,0.000004590873,0.0001073568,0.0001003574,0.0000289553,0.0001746116],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000004935949,"about_ca_system_score_gemma":0.00003518473,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001906995,"about_ca_topic_score_gemma":9.375189e-7,"domain_scores_codex":[0.9996858,0.00001488619,0.00005260485,0.0001209683,0.0000632854,0.0000625109],"domain_scores_gemma":[0.9996325,0.00003380152,0.000009623056,0.0002539699,0.00004764818,0.00002250758],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[4.159756e-8,0.00001026368,0.0001139244,0.000001066854,0.00000121689,0.000005810887,0.0001318816,0.000008377388,0.000374823,0.9782636,0.002467173,0.01862183],"study_design_scores_gemma":[0.000256541,0.00001497,0.006034994,0.00001082005,0.000001555568,0.0001298263,0.0001227212,0.2735035,0.1255426,0.06356258,0.5305445,0.0002753781],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.002147229,0.00005882872,0.9200099,0.002488866,0.0002629509,0.000007641273,3.736665e-8,0.0001375436,0.07488699],"genre_scores_gemma":[0.7568519,0.000004984789,0.2389794,0.001990832,0.00006036216,9.866852e-7,5.860357e-7,0.000001344396,0.002109645],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.914701,"threshold_uncertainty_score":0.2244338,"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."}}