{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01713976,0.001146319,0.0006020616,0.001983,0.001509084,0.004622762,0.001717949,0.002211092,0.02210554],"category_scores_gemma":[0.02602359,0.0009514667,0.0007942216,0.0007163433,0.001613053,0.005211387,0.002819455,0.00203232,0.01083848],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002902135,"about_ca_system_score_gemma":0.005512975,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002549473,"about_ca_topic_score_gemma":0.002646443,"domain_scores_codex":[0.9888216,0.004235175,0.0008281716,0.0007394296,0.004692682,0.0006829137],"domain_scores_gemma":[0.9834013,0.003950837,0.001242993,0.003747493,0.006603102,0.001054171],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002532193,0.00033875,0.004464735,0.001058021,0.00005380158,0.000672277,0.002497195,0.01470053,0.02082786,0.07234612,0.0694707,0.8133169],"study_design_scores_gemma":[0.0001986471,0.001283804,0.005486558,0.001465165,0.00006383593,0.002457026,0.001614951,0.03186573,0.04005886,0.06271906,0.852542,0.0002443094],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.012899,0.001373454,0.878721,0.008767328,0.000677684,0.001687931,0.0006831184,0.01321804,0.08197249],"genre_scores_gemma":[0.1009623,0.0008750209,0.8584023,0.00135695,0.00008890781,0.0006618601,0.001109666,0.002846188,0.03369693],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.02210554,"threshold_uncertainty_score":0.09064484,"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."}}