{"id":"W2137381762","doi":"10.1145/1391732.1391736","title":"Perturb+mutate","year":2008,"lang":"en","type":"article","venue":"ACM Transactions on Reconfigurable Technology and Systems","topic":"VLSI and FPGA Design Techniques","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Benchmark (surveying); Computer science; Heuristic; Electronic circuit; Locality; Constant (computer programming); Software; Measure (data warehouse); Algorithm; Artificial intelligence; Physics","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":[0.0000856986,0.0001735733,0.0002450911,0.0005040357,0.0002430459,0.00001632444,0.0002032215,0.0003344451,0.00006368518],"category_scores_gemma":[0.000009677909,0.0001639362,0.00004276874,0.0003537389,0.0001241237,0.0001015337,0.000001220969,0.0003652997,0.00007916773],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003191685,"about_ca_system_score_gemma":0.00001049259,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001734835,"about_ca_topic_score_gemma":0.000003185402,"domain_scores_codex":[0.9992355,0.0000180349,0.0002243198,0.000202027,0.00006960564,0.0002504996],"domain_scores_gemma":[0.9993976,0.00005669554,0.00002178334,0.0004404827,0.00002944067,0.00005396025],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001201106,0.0004666311,0.00222317,0.001100851,0.001393692,0.0007432761,0.001989365,0.02062995,0.122372,0.01964539,0.01837135,0.8109443],"study_design_scores_gemma":[0.003506045,0.00190294,0.0009015853,0.000889571,0.0002426753,0.01507324,0.00294876,0.06577487,0.6714025,0.02984683,0.2036956,0.00381548],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4650638,0.01187585,0.4457035,0.001313235,0.002054925,0.001396235,0.00007776795,0.01497157,0.05754307],"genre_scores_gemma":[0.9956386,0.001821475,0.000486954,0.00002641097,0.00001626606,0.0001604194,0.000001835185,0.00002952149,0.001818512],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8071288,"threshold_uncertainty_score":0.6685125,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01947528388217952,"score_gpt":0.2068593084673066,"score_spread":0.1873840245851271,"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."}}