{"id":"W17338413","doi":"","title":"Distributed Models of Thread Level Speculation.","year":2005,"lang":"en","type":"article","venue":"Parallel and Distributed Processing Techniques and Applications","topic":"Parallel Computing and Optimization Techniques","field":"Computer Science","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo; Western University","funders":"","keywords":"Speculation; Computer science; Speculative multithreading; Thread (computing); Parallel computing; Exploit; Multithreading; Distributed computing; Task parallelism; Operating system; Parallelism (grammar); Computer security","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":[0.0001712878,0.0001713786,0.0002129948,0.00008701266,0.0002835663,0.0001373884,0.0003385191,0.0001016821,0.000001598095],"category_scores_gemma":[0.000007909859,0.0001599246,0.00003611729,0.0004151928,0.000126595,0.000456253,0.000195313,0.0001066599,7.670741e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002126883,"about_ca_system_score_gemma":0.00004502451,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001617903,"about_ca_topic_score_gemma":0.000001527935,"domain_scores_codex":[0.9988987,0.00002192661,0.0003597411,0.0003776197,0.0001460321,0.0001959829],"domain_scores_gemma":[0.9991476,0.00003687627,0.0002079662,0.0003151963,0.0001931606,0.00009917961],"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":[0.00001343891,0.0002472865,0.0005026492,0.000121741,0.0000172561,0.000001049053,0.0001905106,0.01289871,0.0001948741,0.5882388,0.001313164,0.3962605],"study_design_scores_gemma":[0.0003656909,0.00005836946,0.0006541007,0.00009602228,0.0000236532,0.0000570395,0.00002171386,0.7689244,0.003159457,0.194929,0.03126926,0.0004413205],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0003123923,0.001481755,0.9951115,0.0009390841,0.000003255076,0.0003226265,0.0001161837,0.0007256673,0.0009875874],"genre_scores_gemma":[0.5023344,0.0003941393,0.4968941,0.00004561157,0.00003544613,0.0001317733,0.0001288913,0.000006639145,0.0000290355],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.7560257,"threshold_uncertainty_score":0.6521537,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03433359730238873,"score_gpt":0.283452634085353,"score_spread":0.2491190367829643,"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."}}