{"id":"W1974412887","doi":"10.1016/j.scriptamat.2010.05.046","title":"Deformation twinning as a strengthening mechanism in microtruss cellular materials","year":2010,"lang":"en","type":"article","venue":"Scripta Materialia","topic":"Cellular and Composite Structures","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University; University of Toronto","funders":"","keywords":"Crystal twinning; Materials science; Mechanism (biology); Deformation (meteorology); Deformation mechanism; Composite material; Microstructure; Physics","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001964695,0.0002139997,0.0002184204,0.0001507793,0.00006227586,0.0002341446,0.000218541,0.0001478145,0.001193778],"category_scores_gemma":[0.00000734783,0.0002162103,0.00003762569,0.0001022373,0.00002388535,0.0002493767,0.00005716278,0.0001645168,0.0001499049],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003617123,"about_ca_system_score_gemma":0.000008678911,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002723185,"about_ca_topic_score_gemma":0.00004215061,"domain_scores_codex":[0.9989642,0.00003167106,0.0003629536,0.0001783467,0.0001323404,0.0003304983],"domain_scores_gemma":[0.9996043,0.000001149631,0.00004440323,0.0002724525,0.00001715711,0.00006053449],"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":[0.00001507599,0.000004394025,0.00001852217,0.00006481555,0.000009909346,0.00001557319,0.0005124424,0.00001209135,0.9927659,0.00567534,0.0004020529,0.0005038611],"study_design_scores_gemma":[0.0003049804,0.00001371402,0.0003116347,0.00003253933,0.000009638155,0.00002806837,0.0001057627,0.0007425349,0.9877737,0.004609175,0.005816876,0.000251432],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9670032,0.00003091258,0.00110431,0.00001203101,0.03044778,0.0001727556,0.00002439691,0.0002571684,0.0009473893],"genre_scores_gemma":[0.9979092,0.000004155813,0.001270546,0.00003188495,0.0002442428,0.00002232726,0.00008479336,0.00004920188,0.000383618],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03090598,"threshold_uncertainty_score":0.9997193,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003774773906152654,"score_gpt":0.184710995918916,"score_spread":0.1809362220127633,"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."}}