{"id":"W190927267","doi":"10.1007/978-1-4614-4427-5_19","title":"Biomimetic Tapered Fibers for Enhanced Composite Toughness","year":2012,"lang":"en","type":"book-chapter","venue":"Conference proceedings of the Society for Experimental Mechanics","topic":"Calcium Carbonate Crystallization and Inhibition","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Materials science; Composite material; Toughness; Composite number; Fiber; Waviness; Brittleness; Fracture toughness","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002624423,0.0004128467,0.0005086962,0.00003504102,0.0002757588,0.0001163342,0.0005386095,0.0004319295,0.0003761793],"category_scores_gemma":[0.00002321445,0.0003537541,0.001221539,0.00004334453,0.0001844114,0.0002460232,0.0002638497,0.0001305859,0.000007089516],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002467976,"about_ca_system_score_gemma":0.00008433424,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002272295,"about_ca_topic_score_gemma":3.213847e-7,"domain_scores_codex":[0.9982608,0.00000252968,0.0005105448,0.0004786264,0.0003747316,0.0003727751],"domain_scores_gemma":[0.9983145,0.00004613412,0.0007253544,0.0001769657,0.0006332773,0.0001037686],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00007743554,0.00004097992,4.199632e-8,0.0002919215,0.00004667135,5.633041e-9,0.00151198,7.094267e-7,0.7936677,0.2030001,0.001271638,0.00009088206],"study_design_scores_gemma":[0.000815084,0.0001852195,6.63254e-8,0.0003766642,0.0001831823,0.000002274149,0.001402838,0.0009988835,0.9696922,0.01893722,0.006992037,0.0004142851],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4343366,0.02265712,0.1863163,0.00380785,0.03215225,0.06488944,0.01449295,0.002616474,0.238731],"genre_scores_gemma":[0.9592519,0.0001300726,0.007623999,0.0003495531,0.0003069823,0.0004812281,0.0001555296,0.0001526984,0.03154806],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5249153,"threshold_uncertainty_score":0.9998915,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02992053659221829,"score_gpt":0.2574463786581466,"score_spread":0.2275258420659284,"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."}}