{"id":"W43732277","doi":"10.1017/cbo9781139022262","title":"A Short Course in Computational Science and Engineering","year":2012,"lang":"en","type":"book","venue":"Cambridge University Press eBooks","topic":"Distributed and Parallel Computing Systems","field":"Computer Science","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Computer science; Software; Key (lock); Computational science; Graphics; Software engineering; Code (set theory); Computational mechanics; Programming language; Theoretical computer science; Computer graphics (images); Finite element method; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003921104,0.00141189,0.001287008,0.001182216,0.0009813926,0.003330688,0.00113201,0.001149739,0.1824811],"category_scores_gemma":[0.001969342,0.000481613,0.000833033,0.002119348,0.0006892788,0.002842481,0.001857979,0.003371866,0.1427618],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001138062,"about_ca_system_score_gemma":0.001584505,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009243376,"about_ca_topic_score_gemma":0.002330647,"domain_scores_codex":[0.999436,0.00005195567,0.00002533441,0.0001017581,0.0003410169,0.00004394945],"domain_scores_gemma":[0.9990175,0.0002735787,0.0000376824,0.00008337109,0.0003779187,0.0002100662],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001635509,0.00004533957,0.00008273828,0.0002370493,0.000006081676,0.00004758302,0.0001039629,0.0004553862,0.0005286871,0.01481367,0.8748121,0.1088511],"study_design_scores_gemma":[0.000002848822,0.00001346125,0.0001637238,0.0001361739,0.000001860165,0.00008104071,0.00002672875,0.0002063987,0.00009362987,0.006938162,0.9923316,0.000004386638],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.001402538,0.04196834,0.04142292,0.01286814,0.02063531,0.0002312336,0.00233795,0.003202277,0.8759313],"genre_scores_gemma":[0.003060207,0.01404922,0.0137631,0.002919419,0.003173564,0.0001288922,0.002145748,0.0009923782,0.9597675],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.1824811,"threshold_uncertainty_score":0.6104602,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01567145534277296,"score_gpt":0.202466759787242,"score_spread":0.1867953044444691,"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."}}