{"id":"W1995996881","doi":"10.1371/journal.pone.0043411","title":"Veins Improve Fracture Toughness of Insect Wings","year":2012,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Biomimetic flight and propulsion mechanisms","field":"Engineering","cited_by":125,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trinity College","funders":"Irish Research Council; Irish Research Council for Science, Engineering and Technology","keywords":"Wing; Locust; Toughness; Fracture toughness; Insect; Materials science; Fracture mechanics; Composite material; Fracture (geology); Structural engineering; Anatomy; Biology; Ecology; Engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006517561,0.0001973246,0.0001437602,0.0001538579,0.0000945311,0.0002714598,0.0001064911,0.0001982906,0.002565245],"category_scores_gemma":[0.0002394482,0.0001069367,0.0001346767,0.00008616902,0.0001341827,0.0001954847,0.0002358316,0.0002393149,0.0002848477],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009533315,"about_ca_system_score_gemma":0.00005458506,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002059469,"about_ca_topic_score_gemma":0.0004856951,"domain_scores_codex":[0.9999571,0.000004704318,0.000002643165,0.00001106283,0.00001276609,0.00001181711],"domain_scores_gemma":[0.9998717,0.0000309866,0.00003642912,0.00001096963,0.00001880074,0.0000309578],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00004580205,0.00001255699,0.0008063288,0.00002168336,0.000002814103,0.00002593269,0.00001132265,0.0001761886,0.9965621,0.00004206907,0.00002414552,0.002269002],"study_design_scores_gemma":[0.00001684969,0.0006918085,0.04462648,0.00001357017,0.00002169266,0.0002744424,0.00007775483,0.004092717,0.9468554,0.0001547097,0.003165849,0.000008779728],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980411,0.0002026473,0.00101482,0.0000234741,0.000007551256,0.00000321703,0.00003647308,0.0000259078,0.0006449806],"genre_scores_gemma":[0.9981244,0.00008424485,0.0007950352,0.00001806896,0.000002292134,0.000002919335,0.00004614833,0.00001338613,0.0009134642],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002565245,"threshold_uncertainty_score":0.008581579,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0276002574189578,"score_gpt":0.1938424315671489,"score_spread":0.1662421741481911,"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."}}