{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","scholarly_communication","open_science"],"consensus_categories":[],"category_scores_codex":[0.004801175,0.0004093859,0.0006646258,0.001003946,0.0005456851,0.003322428,0.005790863,0.0003387639,0.00004037088],"category_scores_gemma":[0.0002591708,0.0004190277,0.00008740616,0.003896786,0.00003443579,0.003538344,0.001860121,0.0002156428,0.00002190043],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004050145,"about_ca_system_score_gemma":0.0007196703,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002489584,"about_ca_topic_score_gemma":0.0002192519,"domain_scores_codex":[0.9956183,0.0004217727,0.001580074,0.001375005,0.0003490972,0.0006557437],"domain_scores_gemma":[0.9956358,0.0003114727,0.0005598238,0.002036474,0.001357818,0.00009859723],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001753851,0.0001153503,0.00005595734,0.0003346161,0.00004643331,0.000002010912,0.000250789,0.00002040161,0.02232415,0.8753546,0.02142603,0.08005213],"study_design_scores_gemma":[0.001012777,0.0009173442,0.0000581977,0.001410479,0.0000363924,0.00001479069,0.000182634,0.4904899,0.2444257,0.1787227,0.08193523,0.0007938739],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.005290424,0.00009649798,0.9586878,0.001002071,0.00185081,0.00550622,0.00002134329,0.0007232587,0.02682152],"genre_scores_gemma":[0.5682867,0.000003199974,0.4246418,0.0007154768,0.0001190838,0.0006227686,0.000006708757,0.00002453527,0.005579757],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.6966319,"threshold_uncertainty_score":0.9998261,"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."}}