{"id":"W4244697326","doi":"10.1145/2499368.2451118","title":"GPUDet","year":2013,"lang":"en","type":"article","venue":"ACM SIGPLAN Notices","topic":"Parallel Computing and Optimization Techniques","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Computer science; Debugging; Parallel computing; Scalability; Nondeterministic algorithm; Thread (computing); Compiler; Multi-core processor; Massively parallel; Correctness; Execution model; Programming language; Operating system; Theoretical computer science","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":[0.0001101472,0.0000882877,0.0000909326,0.00006763967,0.00009000626,0.0002681828,0.001464034,0.00004205533,0.00007870924],"category_scores_gemma":[0.0001260459,0.0000754882,0.00002684947,0.0001803832,0.00002109473,0.0005161095,0.0003368292,0.00007301572,0.0006452127],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008445488,"about_ca_system_score_gemma":0.00001661965,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009411119,"about_ca_topic_score_gemma":0.000002441189,"domain_scores_codex":[0.9992767,0.00003760523,0.0001328307,0.0002207556,0.0001423178,0.0001898002],"domain_scores_gemma":[0.9989524,0.0001708695,0.00006621732,0.0006805649,0.00006365166,0.00006631969],"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":[0.000006878321,0.0003148633,0.01913659,0.00008085817,0.0000924284,0.0000435735,0.003675952,0.01438303,0.002284075,0.1281639,0.5021743,0.3296436],"study_design_scores_gemma":[0.0005693785,0.0002897664,0.03456842,0.00007242014,0.00001253913,0.00002919828,0.00006279672,0.8397866,0.01222455,0.06370451,0.04762074,0.001059085],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03672942,0.0001638356,0.9296902,0.004371859,0.0003493872,0.0002300901,9.313396e-7,0.001761047,0.02670321],"genre_scores_gemma":[0.6444608,0.000006735189,0.3543114,0.0007190692,0.00004760795,0.00001090012,0.000002099487,0.00000448683,0.0004368449],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8254036,"threshold_uncertainty_score":0.8293118,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01849169908033233,"score_gpt":0.2516386902440366,"score_spread":0.2331469911637043,"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."}}