{"id":"W2001795517","doi":"10.1109/vts.2013.6548945","title":"Special session 12B: Panel post-silicon validation & test in huge variance era","year":2013,"lang":"en","type":"article","venue":"","topic":"Integrated Circuits and Semiconductor Failure Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Session (web analytics); Computer science; Transistor; Die (integrated circuit); Electronics; Variance (accounting); Resolution (logic); Voltage; Test (biology); Reliability engineering; Embedded system; Electronic engineering; Electrical engineering; Engineering; Operating system","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00009683359,0.0001669243,0.0001906288,0.0001757268,0.00003821693,0.0001049895,0.0001316529,0.0001389118,0.00818442],"category_scores_gemma":[0.00007853272,0.0001393058,0.00006206003,0.0003444966,0.00001268425,0.0004325605,0.00001153022,0.0002519563,0.001333215],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001003503,"about_ca_system_score_gemma":0.00002196078,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001015294,"about_ca_topic_score_gemma":0.000485274,"domain_scores_codex":[0.9990806,0.00002252686,0.0002962344,0.0001975802,0.0001462017,0.0002568781],"domain_scores_gemma":[0.9994893,0.0000643867,0.0000287159,0.0002280248,0.0001262809,0.00006328622],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000002575347,0.0000895458,0.004989748,0.00007560656,0.00004782789,0.000005397625,0.000752975,0.002402307,0.9390631,0.001625665,0.03578867,0.01515652],"study_design_scores_gemma":[0.003617612,0.0002743239,0.1514437,0.001133068,0.0002524613,0.00006706727,0.003667717,0.1234622,0.4189,0.004443826,0.2882917,0.004446253],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8994595,0.00004671674,0.0009876761,0.0002664517,0.0006055531,0.0002043335,0.00001232869,0.0002297191,0.09818767],"genre_scores_gemma":[0.9943331,0.00005056954,0.000356375,0.0001899646,0.001021827,0.00002322666,0.0001330516,0.00002914824,0.003862752],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5201631,"threshold_uncertainty_score":0.9994444,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01543465483891257,"score_gpt":0.212330639826775,"score_spread":0.1968959849878624,"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."}}