{"id":"W2344437413","doi":"10.1016/b978-044488002-4/50038-5","title":"10.1016/b978-044488002-4/50038-5","year":2000,"lang":"en","type":"book-chapter","venue":"Time to knit","topic":"Structural Analysis and Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Statics; Combinatorics; Engineering; Mathematics; Computer science; Physics; Classical mechanics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00003162883,0.0003462298,0.0003803976,0.0001948962,0.00004479857,0.00005167471,0.000193929,0.0002430864,0.9978732],"category_scores_gemma":[0.000004536381,0.000333493,0.0001759789,0.00006088668,0.00001689011,0.00006004258,0.00002909674,0.000206518,0.9853349],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007761514,"about_ca_system_score_gemma":0.00000917572,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000506265,"about_ca_topic_score_gemma":3.829604e-7,"domain_scores_codex":[0.9990526,0.000004176406,0.0002809459,0.0002513768,0.0002010094,0.0002099352],"domain_scores_gemma":[0.9994597,0.00001721995,0.00003798253,0.0003170746,0.00004525545,0.0001227163],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001139563,0.000001797309,3.11058e-9,0.00002033959,0.0001657541,0.000007116263,0.000006270488,0.06741049,0.000006879525,0.00004670109,0.1530415,0.7792817],"study_design_scores_gemma":[0.00007067904,0.00002499909,8.687318e-7,0.00004896552,0.0001132141,0.00000492015,7.03441e-8,0.008721132,0.00001460305,0.0001279862,0.9904621,0.0004104367],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[7.078885e-7,0.000357465,0.00001140388,0.00002110726,0.000005107114,0.0001376932,0.00004944501,0.0003262486,0.9990909],"genre_scores_gemma":[0.000003272756,0.000004121398,0.000221925,0.00001229744,0.0003174117,0.000006018555,0.0002242289,0.0001080729,0.9991027],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8374206,"threshold_uncertainty_score":0.9999117,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004523407623938612,"score_gpt":0.1408646738494823,"score_spread":0.1363412662255437,"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."}}