{"id":"W2150818607","doi":"10.1017/cbo9781139016063","title":"Damage and Failure of Composite Materials","year":2012,"lang":"en","type":"book","venue":"Cambridge University Press eBooks","topic":"Material Properties and Applications","field":"Materials Science","cited_by":405,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Composite number; Materials science; Damage mechanics; Structural engineering; Buckling; Material failure theory; Composite material; Damage tolerance; Breakage; Ceramic matrix composite; Engineering; Finite element method","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":[],"consensus_categories":[],"category_scores_codex":[0.0001316188,0.0002380232,0.0004309394,0.00006260288,0.0001440698,0.0000655655,0.0003939492,0.0002268064,0.00006099861],"category_scores_gemma":[0.000002729858,0.0002377705,0.00005169074,0.000006591099,0.0003494326,0.0001055365,0.0005387584,0.00009816284,0.00002518195],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005775658,"about_ca_system_score_gemma":0.00006704402,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002217766,"about_ca_topic_score_gemma":0.000001014236,"domain_scores_codex":[0.9990163,0.00007186242,0.0002174767,0.000305346,0.000153388,0.0002356263],"domain_scores_gemma":[0.9990355,0.00002805793,0.0002844972,0.0004374109,0.00009230713,0.0001222377],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006269696,0.00001231696,8.412862e-7,0.0004040131,0.00001994384,0.000006433932,0.00005290191,2.921166e-7,0.7657349,0.1836172,0.05004832,0.00004017826],"study_design_scores_gemma":[0.0002115183,0.00002116299,0.00002588129,0.0001107506,0.0001194869,0.00000605488,0.00001896244,0.00000131558,0.3389814,0.000003928891,0.6602753,0.0002242052],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.1256246,0.0001224237,0.00006991667,0.00002618575,0.000298354,0.0005629933,0.002227569,0.00009851938,0.8709694],"genre_scores_gemma":[0.02565491,0.00002951179,0.0003346812,0.0000288776,0.0001699597,0.000001915612,0.0001069379,0.00003125724,0.9736419],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.610227,"threshold_uncertainty_score":0.9695998,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01649588211446149,"score_gpt":0.1919043055813921,"score_spread":0.1754084234669306,"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."}}