{"id":"W4406673951","doi":"10.1016/b978-0-08-043003-4.50174-1","title":"10.1016/b978-0-08-043003-4.50174-1","year":2000,"lang":"en","type":"book-chapter","venue":"Time to knit","topic":"Material Properties and Applications","field":"Materials Science","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Residual stress; Buckling; Materials science; Welding; Structural engineering; Composite material; 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":[0.0001560391,0.0003979516,0.0004471778,0.00009014092,0.0001904519,0.0002010415,0.000621938,0.0002610213,0.999432],"category_scores_gemma":[0.00001082868,0.0003530087,0.0001176627,0.00003125855,0.0001066966,0.00008430029,0.000209653,0.0001485529,0.9989379],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006393483,"about_ca_system_score_gemma":0.00006685044,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004266434,"about_ca_topic_score_gemma":3.093693e-7,"domain_scores_codex":[0.9982793,0.00001815398,0.0004267655,0.0005926916,0.0003073105,0.0003757382],"domain_scores_gemma":[0.9987429,0.00002456711,0.0001404886,0.0008023314,0.00007674262,0.0002129183],"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":[0.0002054976,0.00005096442,9.471938e-10,0.00007615946,0.00003202393,0.00001322292,0.00002363578,0.00003684676,0.01946554,0.001386142,0.6382245,0.3404855],"study_design_scores_gemma":[0.0001056688,0.0001003313,1.383633e-7,0.00008565403,0.00004172634,0.000009412341,2.062676e-7,0.00000679272,0.002016637,0.0006191371,0.99655,0.0004643161],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00001351373,0.000118431,0.000001257711,0.0002529109,0.00001175505,0.000549635,0.0003147068,0.0002568807,0.9984809],"genre_scores_gemma":[0.000006432871,0.000001018855,0.0001670245,0.00007970518,0.0005729882,0.00008196583,0.00008472549,0.0001038259,0.9989023],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3583255,"threshold_uncertainty_score":0.9998922,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01322070178594781,"score_gpt":0.1834139043055065,"score_spread":0.1701932025195587,"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."}}