{"id":"W4412819499","doi":"10.1007/978-3-031-89033-8_19","title":"OpenMP II","year":2025,"lang":"en","type":"book-chapter","venue":"CMS/CAIMS books in mathematics","topic":"Parallel Computing and Optimization Techniques","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005288236,0.0004625121,0.000678078,0.0004961346,0.0001793932,0.0002058577,0.002143856,0.0004283993,0.0000575593],"category_scores_gemma":[0.00008392802,0.0004656627,0.0001744715,0.0001024119,0.00008648309,0.0001544677,0.001540904,0.0005862957,0.00009315465],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00014088,"about_ca_system_score_gemma":0.0002311638,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003628635,"about_ca_topic_score_gemma":0.000004340839,"domain_scores_codex":[0.9978307,0.00002349175,0.000803468,0.0006108488,0.0003965005,0.0003350208],"domain_scores_gemma":[0.997707,0.0002087191,0.0003817193,0.001481185,0.0001406057,0.00008078271],"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":[9.215725e-7,0.00003998115,7.254178e-7,0.0001529083,0.00002279108,0.00002623277,0.0005207657,0.0002042091,0.000002031667,0.9599847,0.03362929,0.005415506],"study_design_scores_gemma":[0.0002090127,0.00006184798,7.306779e-7,0.00152752,0.0000189024,0.00001670773,0.000004840306,0.09528133,0.0001317235,0.7372718,0.1648885,0.0005870622],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000001023607,0.0002550028,0.421451,0.0001506318,0.0001947882,0.0002929709,0.000003438265,0.0004320181,0.5772191],"genre_scores_gemma":[0.00006487568,0.0001379719,0.3698213,0.0002829401,0.00004527397,0.00001849396,0.000006770325,0.00003216431,0.6295902],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2227128,"threshold_uncertainty_score":0.9997795,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02560281958606379,"score_gpt":0.2658811527870025,"score_spread":0.2402783332009387,"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."}}