{"id":"W4416884873","doi":"10.37665/srjyovr63054","title":"Improving Product Reliability Using Accelerated Stress Testing","year":2012,"lang":"","type":"article","venue":"Soldering and Reliability Conferences","topic":"Reliability and Maintenance Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sciex (Canada); Spinal Cord Injury BC; North Toronto Eye Care","funders":"","keywords":"Reliability (semiconductor); Accelerated life testing; Failure rate; Field (mathematics); Component (thermodynamics); Stress (linguistics); Stress testing (software); Failure mode and effects analysis","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001067531,0.0005627632,0.0003848643,0.001077165,0.0001861931,0.0004458047,0.0005744233,0.0002660169,0.001211141],"category_scores_gemma":[0.002130462,0.0002133563,0.0002786222,0.0004994284,0.0002280574,0.0005783802,0.0004576683,0.0002826397,0.0002900491],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002284768,"about_ca_system_score_gemma":0.000286109,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007631308,"about_ca_topic_score_gemma":0.0009096933,"domain_scores_codex":[0.9990622,0.0003041606,0.0000489262,0.00008618533,0.0004390006,0.00005947443],"domain_scores_gemma":[0.9979297,0.0004567615,0.0002365175,0.0003464475,0.000981214,0.00004940316],"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":[0.0002858513,0.0002964876,0.01321252,0.0001504117,0.00005136081,0.0001620024,0.0002296707,0.03364766,0.7692207,0.0008581832,0.0006078113,0.1812774],"study_design_scores_gemma":[0.0001434588,0.007938982,0.03808255,0.00005160644,0.0001413606,0.0007262154,0.0001734351,0.3186102,0.6229736,0.001742632,0.009306587,0.0001094024],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8702959,0.0005911946,0.12472,0.0001452284,0.00004157577,0.0001219474,0.00008865209,0.001368591,0.002626869],"genre_scores_gemma":[0.9542849,0.0001481399,0.04461281,0.00001818164,0.00001074262,0.00003248983,0.00006840027,0.00003965475,0.0007847078],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001211141,"threshold_uncertainty_score":0.005645752,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04721270029100482,"score_gpt":0.2555830456657017,"score_spread":0.2083703453746968,"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."}}