{"id":"W4211096603","doi":"10.1017/9781108151689.001","title":"Preface","year":2020,"lang":"en","type":"other","venue":"","topic":"Polymer Nanocomposites and Properties","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Workbench; Finite element method; Computer science; Field (mathematics); Software; Computational mechanics; Multiphysics; Computational science; Computer-aided engineering; Mechanical engineering; Engineering; Engineering drawing; Software engineering; Structural engineering; Programming language; Mathematics; Visualization","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":[0.0008430106,0.0009538339,0.0006929312,0.001635252,0.001821175,0.00343699,0.001126219,0.001176073,0.4971592],"category_scores_gemma":[0.004980143,0.0002997984,0.0004532222,0.001162838,0.0004700898,0.002757166,0.001919956,0.002264576,0.3750636],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001660135,"about_ca_system_score_gemma":0.001624501,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001751425,"about_ca_topic_score_gemma":0.002856191,"domain_scores_codex":[0.9993362,0.00006561753,0.00003527322,0.0001143864,0.0003974639,0.00005109037],"domain_scores_gemma":[0.9977209,0.0002908254,0.0000766191,0.0001776014,0.001355234,0.0003789394],"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":[0.00001926935,0.00002649242,0.00008567212,0.0001059609,0.000001291952,0.0000390876,0.00008852283,0.00009295427,0.0002094589,0.007374448,0.9233758,0.06858104],"study_design_scores_gemma":[0.000001354175,0.000009132988,0.0001020735,0.00007870828,6.591241e-7,0.00004446759,0.00004190571,0.00002939546,0.00007240153,0.001809393,0.9978082,0.000002402882],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"editorial","genre_scores_codex":[0.001241612,0.006312393,0.0073714,0.01234773,0.04018259,0.0003006262,0.005260147,0.001796775,0.9251868],"genre_scores_gemma":[0.003708695,0.003301942,0.003325705,0.00213188,0.004200509,0.0001363278,0.003856326,0.0007548293,0.9785836],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.4971592,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01309593975614489,"score_gpt":0.2125163652318025,"score_spread":0.1994204254756576,"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."}}