{"id":"W4416429531","doi":"10.1109/iccad66269.2025.11240628","title":"Building an Open CGRA Ecosystem for Agile Innovation","year":2025,"lang":"","type":"article","venue":"","topic":"Embedded Systems Design Techniques","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Advanced Micro Devices (Canada)","funders":"National Research Foundation","keywords":"Agile software development; Software; Flexibility (engineering); Design space exploration; Reconfigurability; Open standard; Abstraction; Abstraction layer","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":[0.008035141,0.0008262655,0.0005099421,0.001176945,0.001541599,0.006015499,0.002972985,0.002604545,0.004649682],"category_scores_gemma":[0.01239484,0.000664623,0.001109801,0.0007590178,0.004309507,0.01289103,0.01220963,0.004369101,0.003292374],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001153914,"about_ca_system_score_gemma":0.00450513,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007452644,"about_ca_topic_score_gemma":0.001060989,"domain_scores_codex":[0.9955965,0.001302128,0.0002284343,0.0006240683,0.001426075,0.0008228135],"domain_scores_gemma":[0.9882068,0.001986878,0.0006456847,0.005646532,0.001749236,0.001764836],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002752426,0.0003685253,0.004249749,0.0004700398,0.0001116531,0.0006647777,0.003225643,0.04437245,0.03373538,0.6342864,0.02136934,0.2568707],"study_design_scores_gemma":[0.0001344243,0.0004706725,0.00128466,0.0003859923,0.00008193044,0.0006084728,0.00108923,0.09901467,0.01589168,0.3575133,0.5233612,0.000163688],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.04763233,0.001175156,0.8943008,0.007508496,0.0005507853,0.0002726369,0.0001251378,0.01116898,0.03726564],"genre_scores_gemma":[0.2770584,0.0013194,0.6992766,0.002026306,0.0003222961,0.0005347963,0.0004973609,0.002923183,0.0160416],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.008035141,"threshold_uncertainty_score":0.04249436,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0613126897771878,"score_gpt":0.3801796189572885,"score_spread":0.3188669291801007,"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."}}