{"id":"W2551856227","doi":"10.1109/hotchips.2008.7476548","title":"Ready, fire, aim - 20 years of hits & misses at Hot Chips","year":2008,"lang":"en","type":"article","venue":"","topic":"Parallel Computing and Optimization Techniques","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Reduced instruction set computing; Computer science; CMOS; Embedded system; Operating system; Computer hardware; Computer architecture; Parallel computing; Instruction set; Engineering; Electrical 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":[0.0001110032,0.00008820382,0.0001431873,0.00006599844,0.00009293326,0.00001760354,0.0005560219,0.00005298069,0.00005473699],"category_scores_gemma":[0.00004291384,0.00008538533,0.00004618996,0.0002660735,0.00005524423,0.0001291921,0.0002382231,0.00005881392,0.00009229739],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001783057,"about_ca_system_score_gemma":0.00004155375,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006126174,"about_ca_topic_score_gemma":0.00000929912,"domain_scores_codex":[0.9991594,0.00003838616,0.0002041047,0.0002364509,0.0001981302,0.0001635591],"domain_scores_gemma":[0.999236,0.00007231501,0.00008398838,0.000465791,0.00007795663,0.00006394555],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00004448417,0.0005077303,0.007143504,0.00005245469,0.00008336083,0.00007496263,0.00422056,0.01793246,0.002560704,0.0198196,0.8961787,0.05138153],"study_design_scores_gemma":[0.001820076,0.0006523358,0.07495542,0.0001821794,0.00002524888,0.0007579794,0.00002407407,0.4343234,0.09192853,0.005477134,0.3876991,0.002154505],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1400008,0.0002234872,0.83533,0.0002625045,0.0001268965,0.0001048366,0.000002600746,0.0007970199,0.02315182],"genre_scores_gemma":[0.5278246,0.0001936959,0.4551708,0.0003432852,0.00003471147,0.000003736478,0.00001012541,0.000009719993,0.01640937],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.5084795,"threshold_uncertainty_score":0.3481913,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04454465682709696,"score_gpt":0.2677559490137129,"score_spread":0.223211292186616,"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."}}