{"id":"W7125814242","doi":"10.4071/001c.147811","title":"Heterogenous Integration in High Volume: Now and Looking Forward","year":2025,"lang":"en","type":"article","venue":"IMAPSource Proceedings","topic":"3D IC and TSV technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Advanced Micro Devices (Canada)","funders":"","keywords":"Bandwidth (computing); Dram; Incentive; Presentation (obstetrics); Mirroring; Workstation; Chip; Gigabit; Vertical integration","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":[],"consensus_categories":[],"category_scores_codex":[0.00007603873,0.0001246544,0.0001463829,0.0002285532,0.00004254638,0.0000713778,0.0001127652,0.0001110878,0.000004237293],"category_scores_gemma":[0.00004533128,0.0001237043,0.00002004668,0.0002847761,0.00004520521,0.0001662112,0.00005755035,0.0001980701,0.000009395614],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007150085,"about_ca_system_score_gemma":0.000004509245,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001333904,"about_ca_topic_score_gemma":0.00001603605,"domain_scores_codex":[0.9994164,0.000001044745,0.0001545511,0.0001570331,0.00006303348,0.0002079637],"domain_scores_gemma":[0.9998648,0.00001037536,0.00001817147,0.00005555311,0.00003169686,0.00001945459],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0000547197,0.00009195169,0.4402294,0.001215731,0.0001476491,0.0000196474,0.006655056,0.0009145091,0.07109477,0.01963025,0.01720578,0.4427405],"study_design_scores_gemma":[0.004687969,0.0004019976,0.2051249,0.002667657,0.0001778772,0.0001249619,0.01538553,0.2507197,0.386502,0.06510817,0.06666514,0.002434075],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9899366,0.0005755261,0.004081404,0.0003420145,0.00008544062,0.0001359954,0.00000124629,0.0006518821,0.004189822],"genre_scores_gemma":[0.998183,0.0001020166,0.001288298,0.00005147525,0.00001790342,0.00003256139,0.000001629685,0.00001545825,0.0003076362],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4403064,"threshold_uncertainty_score":0.5044516,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003296303698317154,"score_gpt":0.1910035763883239,"score_spread":0.1877072726900068,"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."}}