{"id":"W4416879471","doi":"10.37665/reqfmnd70699","title":"DfX - Design for Excellence - How to Build a Consistent Design-to-Test Flow in Order to Deliver Defect-Free PCBAs","year":2015,"lang":"","type":"article","venue":"Regional Events","topic":"Quality and Supply Management","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"ASTER","funders":"","keywords":"Product (mathematics); Reliability (semiconductor); Testability; Excellence; Traceability; New product development; Product design; Order (exchange); Product lifecycle","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003541674,0.0007802717,0.0008115733,0.001085536,0.0003609358,0.0005890226,0.001599541,0.000230341,0.0001914473],"category_scores_gemma":[0.005628352,0.0008378891,0.0002874476,0.002877835,0.00007082756,0.0009919081,0.001527025,0.000256403,0.001919559],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005098628,"about_ca_system_score_gemma":0.0003129469,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007837144,"about_ca_topic_score_gemma":0.0005488157,"domain_scores_codex":[0.9944597,0.0002361833,0.0009119079,0.001461113,0.001527632,0.001403428],"domain_scores_gemma":[0.9956523,0.0008035059,0.0002921663,0.001143649,0.001684359,0.0004239825],"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":[0.002672432,0.001956658,0.002188499,0.0006366138,0.000253806,0.0001072241,0.00110593,0.1345377,0.00007081922,0.002118323,0.8443177,0.01003435],"study_design_scores_gemma":[0.01027616,0.001613798,0.006074742,0.002646974,0.0005720577,0.00001242492,0.002085468,0.09849307,0.00009152686,0.01383956,0.8613502,0.002943986],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01573506,0.0004436053,0.8796431,0.09395854,0.001147602,0.008568855,0.00005238697,0.00009336716,0.0003574411],"genre_scores_gemma":[0.7970448,0.00008396039,0.1412655,0.04664657,0.001881829,0.002040884,0.0001019115,0.0002361198,0.01069845],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.7813097,"threshold_uncertainty_score":0.9994072,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1292642009545131,"score_gpt":0.282183487813325,"score_spread":0.1529192868588119,"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."}}