{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000002836535,0.00006059915,0.00006920414,0.00004175794,0.000002472682,0.000006769899,0.00003088053,0.00006472232,0.01156659],"category_scores_gemma":[4.234669e-7,0.00004506459,0.00002223795,0.00004145765,0.000001546893,0.000005550302,0.000001635616,0.00002523109,0.0001345943],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000005314402,"about_ca_system_score_gemma":6.027922e-7,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001034797,"about_ca_topic_score_gemma":0.00002950251,"domain_scores_codex":[0.9998516,8.962788e-7,0.00003308771,0.00004205819,0.00003134616,0.00004101359],"domain_scores_gemma":[0.999916,6.172575e-7,0.000005927017,0.00006449564,0.000001738612,0.00001127704],"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":[2.954273e-8,2.645783e-7,0.000001110471,0.000005521139,0.00001663581,1.652951e-7,0.000001264552,0.0105334,0.00000526466,0.00009389317,0.9815643,0.007778147],"study_design_scores_gemma":[0.00002109856,0.000001526873,0.00003690809,0.0000100758,0.00001296462,2.533272e-7,6.784041e-7,0.0209908,0.00004225697,0.00002803426,0.9787616,0.00009387635],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000001255828,0.00055042,0.004994621,0.000005663075,0.00006750524,0.00002321155,0.000001264773,0.0005481092,0.993808],"genre_scores_gemma":[0.0001955107,0.0002581831,0.003705023,0.00001873779,0.0001114203,5.11255e-7,0.00001901357,0.000093995,0.9955976],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01143199,"threshold_uncertainty_score":0.989337,"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."}}