{"id":"W4406673594","doi":"10.1016/b978-0-08-043003-4.50109-1","title":"10.1016/b978-0-08-043003-4.50109-1","year":2000,"lang":"en","type":"book-chapter","venue":"Time to knit","topic":"Structural Load-Bearing Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Torsion (gastropod); Buckling; Materials science; Structural engineering; Composite material; Bending; Pure bending; Cold forming; Cold-formed steel; 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":[0.00006940228,0.0006303701,0.0006917838,0.0004153996,0.00006851238,0.00008403027,0.0004757771,0.0004468554,0.9962055],"category_scores_gemma":[0.00001615,0.0006726922,0.0003397765,0.0001064268,0.00004369024,0.00007157036,0.00008515701,0.0005700914,0.995517],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002024586,"about_ca_system_score_gemma":0.00002195352,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000240301,"about_ca_topic_score_gemma":8.862828e-7,"domain_scores_codex":[0.9982539,0.000009160947,0.0004224455,0.0004784305,0.0003839509,0.0004521095],"domain_scores_gemma":[0.9987723,0.00005421168,0.00005815776,0.0008042965,0.00005544021,0.000255651],"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":[0.00003178437,0.000004504527,1.894221e-8,0.00007869981,0.000841846,0.0000649227,0.00001974247,0.006319686,0.0002537853,0.00007072242,0.1899276,0.8023866],"study_design_scores_gemma":[0.0001181465,0.00003750925,0.000002454688,0.0001100585,0.000255564,0.00001951271,1.463962e-7,0.0006941308,0.0002394953,0.0001944602,0.9975823,0.0007461837],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000006113673,0.0004292606,0.000001167532,0.00002562844,0.00001074143,0.0001933862,0.0001022816,0.0009346522,0.9982968],"genre_scores_gemma":[0.00001998908,0.000001708344,0.0001846587,0.00001314443,0.0004656432,0.00001276581,0.0001432844,0.0002536507,0.9989052],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8076547,"threshold_uncertainty_score":0.9995725,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005437065951769723,"score_gpt":0.1521495332712824,"score_spread":0.1467124673195127,"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."}}