{"id":"W4406673897","doi":"10.1016/b978-0-08-043003-4.50125-x","title":"10.1016/b978-0-08-043003-4.50125-x","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":"Buckling; Stability (learning theory); Materials science; Structural engineering; Composite material; Computer science; Engineering","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":[0.00003637514,0.0003814836,0.000418214,0.0002120003,0.0000510061,0.00005687212,0.0002103334,0.0002719993,0.9973617],"category_scores_gemma":[0.000004997271,0.0003665167,0.0001945677,0.00006940569,0.00001931233,0.00006876411,0.00003326461,0.0002249901,0.985725],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000085148,"about_ca_system_score_gemma":0.00001057631,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004197416,"about_ca_topic_score_gemma":3.369877e-7,"domain_scores_codex":[0.9989552,0.000004987117,0.000307436,0.000275916,0.0002201689,0.0002362324],"domain_scores_gemma":[0.999406,0.00001877458,0.00004431455,0.0003451433,0.00004980365,0.0001359946],"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":[0.00001417281,0.000002457337,3.918215e-9,0.00002606187,0.0002133453,0.000009159523,0.000008445638,0.07556994,0.000008294021,0.00006327854,0.1255541,0.7985307],"study_design_scores_gemma":[0.00008774894,0.00002685732,9.865919e-7,0.00005391728,0.0001324396,0.000005772698,9.49963e-8,0.008044896,0.00001588243,0.0001430886,0.9910419,0.0004463894],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[9.171185e-7,0.0004126623,0.00001398562,0.00002252011,0.000006335491,0.0001569617,0.00005858705,0.0003518825,0.9989762],"genre_scores_gemma":[0.000003924289,0.000004027162,0.0002602033,0.00001370083,0.0003466187,0.000007346828,0.0002770856,0.000117925,0.9989692],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8654878,"threshold_uncertainty_score":0.9998787,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004754502697318527,"score_gpt":0.144298666189716,"score_spread":0.1395441634923975,"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."}}