{"id":"W4412819503","doi":"10.1007/978-3-031-89033-8_32","title":"Debugging and Profiling Compute Kernels","year":2025,"lang":"en","type":"book-chapter","venue":"CMS/CAIMS books in mathematics","topic":"Neural Networks and Applications","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Debugging; Profiling (computer programming); Computer science; Programming language; Parallel computing","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"],"consensus_categories":[],"category_scores_codex":[0.0002502332,0.0003574188,0.0004963994,0.0001905581,0.0001319104,0.0002323601,0.000835017,0.0002181287,0.000007330118],"category_scores_gemma":[0.00001463089,0.0003446333,0.00009165343,0.00007247705,0.00009182364,0.0001213154,0.0007187259,0.0004942411,0.00002674209],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005558578,"about_ca_system_score_gemma":0.00008832564,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001889122,"about_ca_topic_score_gemma":0.000005121951,"domain_scores_codex":[0.9983293,0.00001119796,0.0005672887,0.0005598579,0.000236646,0.0002957156],"domain_scores_gemma":[0.9984422,0.0003271648,0.0002565291,0.0008277086,0.0000610893,0.00008524903],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[4.468564e-7,0.00001559328,0.000004507729,0.0002319969,0.0000198503,0.00001769306,0.0001703831,0.00006817997,0.00001765614,0.9815366,0.001737587,0.01617953],"study_design_scores_gemma":[0.0001603699,0.00001649165,0.000003902707,0.001221898,0.00002801834,0.00002723256,0.000005996334,0.1963903,0.0001030095,0.7777727,0.02386374,0.0004063255],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00005912248,0.001126022,0.414248,0.000482996,0.000266152,0.0008746035,0.000009751073,0.0003363427,0.5825971],"genre_scores_gemma":[0.001905753,0.0004429068,0.4610808,0.0006738895,0.0002438566,0.00009182432,0.00001512253,0.00008197847,0.5354639],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2037639,"threshold_uncertainty_score":0.9999006,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02550926919699902,"score_gpt":0.2541912100895237,"score_spread":0.2286819408925247,"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."}}