{"id":"W4281916312","doi":"10.1145/3470496.3527421","title":"Hydra","year":2022,"lang":"en","type":"article","venue":"","topic":"Security and Verification in Computing","field":"Computer Science","cited_by":48,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Dram; Computer science; Scalability; Static random-access memory; Universal memory; Metadata; Dynamic random-access memory; Memory controller; Random access memory; CAS latency; Embedded system; Parallel computing; Computer hardware; Operating system; Memory management; Semiconductor memory","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0006988831,0.0009290131,0.0007431835,0.0007820294,0.001098918,0.002583653,0.002532771,0.001513105,0.1675404],"category_scores_gemma":[0.001785334,0.000781499,0.0007192999,0.0006964317,0.0006971844,0.003873412,0.003487051,0.001611904,0.1040066],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009014455,"about_ca_system_score_gemma":0.001596253,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00260656,"about_ca_topic_score_gemma":0.003108988,"domain_scores_codex":[0.9992662,0.00007100726,0.00003639599,0.0001842508,0.0002939186,0.0001482602],"domain_scores_gemma":[0.9992502,0.0000888409,0.00004125336,0.0002838855,0.0002047993,0.0001309944],"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":[0.001269184,0.0002360798,0.00349444,0.001586813,0.0001447817,0.0005942605,0.0004882961,0.005889076,0.03531098,0.07794209,0.63064,0.242404],"study_design_scores_gemma":[0.00009052131,0.00009857371,0.000738862,0.00009788069,0.00003699939,0.0002780364,0.0001154116,0.006807826,0.01441473,0.0093368,0.9679316,0.00005279492],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02987787,0.005981445,0.1210782,0.005011724,0.00322061,0.0009096719,0.02490278,0.171518,0.6374997],"genre_scores_gemma":[0.2243807,0.005346601,0.1314302,0.004218959,0.0006763065,0.001127865,0.05966193,0.02297014,0.5501873],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8324596,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01498002426218091,"score_gpt":0.2201203002542421,"score_spread":0.2051402759920612,"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."}}