{"id":"W4388322529","doi":"10.1093/oso/9780199212903.002.0002","title":"Preface","year":2009,"lang":"en","type":"other","venue":"","topic":"Structural Analysis and Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Wilfrid Laurier University; University of Toronto","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008844104,0.0008772547,0.0008116274,0.003455277,0.002114922,0.003452805,0.0009392384,0.001048306,0.5243297],"category_scores_gemma":[0.005303917,0.0002333008,0.0003666014,0.002381088,0.0005759104,0.002254613,0.001402207,0.002259815,0.3099906],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002141433,"about_ca_system_score_gemma":0.001896401,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004475878,"about_ca_topic_score_gemma":0.009358825,"domain_scores_codex":[0.9993744,0.00007042576,0.00003257707,0.00009399826,0.0003740771,0.00005456195],"domain_scores_gemma":[0.9971864,0.0003375235,0.00008338074,0.0002619824,0.001726089,0.0004047592],"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":[0.000008922055,0.00001378672,0.00004038397,0.00004103546,6.483128e-7,0.00001486187,0.00002716653,0.00004594925,0.00005043218,0.007091056,0.9621578,0.03050794],"study_design_scores_gemma":[0.000002202242,0.000006560061,0.0002375976,0.00007568322,8.613548e-7,0.00002021487,0.0000418592,0.00004614006,0.00006072793,0.003753197,0.9957525,0.000002489142],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0008106595,0.003567173,0.002980386,0.009860294,0.0683107,0.0001681287,0.005810523,0.0005729641,0.9079191],"genre_scores_gemma":[0.002442717,0.00125695,0.0006097379,0.0006888124,0.006974538,0.00004639064,0.002023339,0.0003386151,0.9856189],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5243297,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002429327566113258,"score_gpt":0.1621740009076212,"score_spread":0.1597446733415079,"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."}}