{"id":"W4403522210","doi":"10.55274/r0000095","title":"PR676-233801-R02 Pipeline Reliability Thresholds","year":2024,"lang":"en","type":"report","venue":"","topic":"Engineering Diagnostics and Reliability","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Stantec (Canada)","funders":"","keywords":"Reliability (semiconductor); Pipeline (software); Computer science; Reliability engineering; Environmental science; Engineering; Physics; 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0009837049,0.0007027623,0.0007916259,0.0002150769,0.00003161373,0.0001164897,0.0003884743,0.0009805909,0.0007716452],"category_scores_gemma":[0.0005016789,0.0005826174,0.0004218844,0.0003455548,0.00007872548,0.00006182701,0.0001721113,0.001520937,0.0007393166],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006844983,"about_ca_system_score_gemma":0.0003365005,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001490337,"about_ca_topic_score_gemma":0.00005532209,"domain_scores_codex":[0.9969209,0.00001404713,0.0008652424,0.0007252072,0.0008897989,0.0005848168],"domain_scores_gemma":[0.997871,0.0002011905,0.00004252974,0.001293426,0.0003551832,0.0002366151],"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":[0.000001637746,0.00006049605,0.0003167073,0.004483635,0.0001467067,0.0001041457,0.00002611054,0.08197112,0.00006050139,0.0004022057,0.9087343,0.003692392],"study_design_scores_gemma":[0.00008416567,0.00002787159,0.0003025418,0.0003833456,0.000186127,0.00003855495,0.000004511714,0.03000171,0.0004943843,0.001350844,0.9663029,0.0008230419],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.004725922,0.02198647,0.007684575,0.0003585439,0.02285991,0.000946611,0.0004828162,0.006290543,0.9346646],"genre_scores_gemma":[0.8454126,0.02780723,0.005528814,0.00009345941,0.005642121,0.0003798356,0.001257835,0.001309554,0.1125686],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8406866,"threshold_uncertainty_score":0.9996625,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01384631685883537,"score_gpt":0.252459009697422,"score_spread":0.2386126928385867,"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."}}