{"id":"W4256509442","doi":"10.1017/cbo9780511977381.014","title":"Multiphysics Architectures","year":2011,"lang":"en","type":"book-chapter","venue":"Cambridge University Press eBooks","topic":"Distributed and Parallel Computing Systems","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"IBM (Canada)","funders":"","keywords":"Multiphysics; Exploit; Computer science; Software engineering; Software; Computational science; Code (set theory); Source code; Distributed computing; Programming language; Engineering; Finite element method; Set (abstract data type)","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":[0.0000894011,0.0004202821,0.000415302,0.0001470585,0.0001931379,0.0001015577,0.002081461,0.0002965608,0.000001301897],"category_scores_gemma":[0.000004192958,0.000469215,0.0002852158,0.00001203294,0.0001393866,0.000062593,0.0009449171,0.0004965822,0.00005380089],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008434488,"about_ca_system_score_gemma":0.0001132495,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001460551,"about_ca_topic_score_gemma":8.532951e-7,"domain_scores_codex":[0.9984306,0.00005125942,0.0001962671,0.0006857616,0.0002888521,0.0003473104],"domain_scores_gemma":[0.9982141,0.00006999164,0.0002765046,0.001107192,0.0001393725,0.0001928218],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001263096,0.000008824076,9.252149e-7,0.00005074748,0.0001028884,0.0002332338,0.0001315803,0.00004111424,0.000006404463,0.9730921,0.02035976,0.005959727],"study_design_scores_gemma":[0.0003116533,0.00004997413,0.00001240719,0.0001633372,0.00004764404,0.00003088249,0.000002125949,0.001560414,0.00008368491,0.0002065341,0.9969633,0.00056805],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00002356049,0.00008554719,0.1774352,0.000005844747,0.0004518501,0.0002252013,0.00009961776,0.0003980322,0.8212752],"genre_scores_gemma":[0.01009378,0.00001034142,0.001341106,0.00005144216,0.0001855175,3.756319e-7,0.00002925995,0.00003106636,0.9882571],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9766035,"threshold_uncertainty_score":0.9997759,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02686204674148303,"score_gpt":0.1894044592199911,"score_spread":0.1625424124785081,"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."}}