{"id":"W2903094660","doi":"10.1109/estc.2018.8546369","title":"Investigation of a Low-Cost Sequential Plating Based Process for Pb-free Bumping","year":2018,"lang":"en","type":"preprint","venue":"2018 7th Electronic System-Integration Technology Conference (ESTC)","topic":"Electronic Packaging and Soldering Technologies","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut interdisciplinaire d'innovation technologique; Université de Sherbrooke","funders":"","keywords":"Bumping; Plating (geology); Materials science; Wafer; Electroplating; Metallurgy; Alloy; Intermetallic; Fabrication; Composite material; Mechanical engineering; Optoelectronics; Engineering","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","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0008281573,0.0008291017,0.001124992,0.001271099,0.0002417149,0.0001225918,0.001780186,0.002019567,0.00001128774],"category_scores_gemma":[0.0006720053,0.0008652015,0.000223151,0.0007226217,0.0005692093,0.0001760621,0.0002579129,0.001848455,0.00001173567],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001445622,"about_ca_system_score_gemma":0.001876334,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007310303,"about_ca_topic_score_gemma":0.0003957668,"domain_scores_codex":[0.9959736,0.0000842917,0.001241204,0.0009962467,0.000412429,0.001292156],"domain_scores_gemma":[0.9964689,0.0001405204,0.0008264527,0.001720163,0.0007639733,0.00007996717],"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":[0.0004803605,0.0002392185,0.003192816,0.04299759,0.002951392,0.00002263047,0.003332912,0.05679553,0.4972261,0.3401347,0.007422204,0.04520458],"study_design_scores_gemma":[0.0008537199,0.0003005102,0.00001507112,0.004016603,0.0001319012,0.00002229447,0.0005357685,0.3934061,0.5695893,0.0303015,0.0001052842,0.0007219962],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2854553,0.0009538275,0.7021171,0.0005777442,0.0009368337,0.002704363,0.0001395793,0.006667548,0.000447769],"genre_scores_gemma":[0.9925141,0.0001000195,0.004588366,0.00001430816,0.0001789145,0.002103311,0.0003205904,0.0001401996,0.00004019413],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7070588,"threshold_uncertainty_score":0.9993799,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03682672651997559,"score_gpt":0.2676532284616547,"score_spread":0.2308265019416791,"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."}}