{"id":"W2083536322","doi":"10.1109/fpt.2011.6132684","title":"Accelerated FPGA architecture design: Capabilities and limitations of analytical models","year":2011,"lang":"en","type":"article","venue":"","topic":"VLSI and FPGA Design Techniques","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Field-programmable gate array; Architecture; Computer science; Limiting; Computer architecture; Design methods; Embedded system; Computer engineering; 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":[],"consensus_categories":[],"category_scores_codex":[0.0000657577,0.00008400432,0.0001200683,0.00008291436,0.00001557795,0.000008200314,0.00005969537,0.00006153855,0.00005339379],"category_scores_gemma":[0.0000233664,0.00007011805,0.00002351473,0.00009297178,0.00006031137,0.00009093882,0.00001069359,0.00007325103,0.000001390404],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007267047,"about_ca_system_score_gemma":0.000007729168,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002169729,"about_ca_topic_score_gemma":0.000007166511,"domain_scores_codex":[0.9996065,0.00001706851,0.0001376474,0.00007902412,0.00005241647,0.0001073382],"domain_scores_gemma":[0.9996803,0.0001174503,0.000008589394,0.0001120646,0.00003746825,0.00004407474],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001825391,0.000516005,0.0009020689,0.0009054643,0.0009100753,0.00003128617,0.05929685,0.1760936,0.06731833,0.3328734,0.01680611,0.3441643],"study_design_scores_gemma":[0.0002306001,0.0002280871,0.0009363216,0.00002866741,0.00005487827,0.00001348422,0.0005404912,0.6512377,0.2079865,0.1382101,0.0001788381,0.0003543739],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03080012,0.0001253129,0.9024069,0.0000124923,0.00001374726,0.0001391125,0.000003426118,0.0003975786,0.06610136],"genre_scores_gemma":[0.9370542,0.00008901329,0.06268448,0.00001264404,0.000006196326,0.00001359263,0.000001278788,0.0000127385,0.0001258985],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9062541,"threshold_uncertainty_score":0.2859331,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1693094580232485,"score_gpt":0.2445112865891758,"score_spread":0.0752018285659273,"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."}}