{"id":"W3211999480","doi":"10.1002/adfm.202108492","title":"Bioinspired Stochastic Design: Tough and Stiff Ceramic Systems","year":2021,"lang":"en","type":"article","venue":"Advanced Functional Materials","topic":"Bone Tissue Engineering Materials","field":"Engineering","cited_by":59,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada","funders":"","keywords":"Ceramic; Materials science; Stiffness; Scalability; Aerospace; Brittleness; Mechanical engineering; Composite material; Nanotechnology; Computer science; Aerospace engineering; 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":[0.0001632234,0.0002005682,0.000194038,0.0001989707,0.0001563242,0.0004646108,0.0003259634,0.0002824453,0.0009538411],"category_scores_gemma":[0.000236529,0.0001732538,0.0001656927,0.0001541135,0.0002669045,0.0002280557,0.0003987938,0.0002321955,0.0002494883],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003809353,"about_ca_system_score_gemma":0.000203708,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00023606,"about_ca_topic_score_gemma":0.0005436722,"domain_scores_codex":[0.999899,0.000009566644,0.00000614892,0.0000276979,0.00004219778,0.00001528184],"domain_scores_gemma":[0.9998432,0.00002281612,0.00006679665,0.000019584,0.00002242791,0.00002513436],"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":[0.00005972782,0.00006717531,0.0003723256,0.0001158029,0.00001709058,0.00009598351,0.00004341174,0.04026893,0.9337708,0.01363623,0.0002746214,0.0112777],"study_design_scores_gemma":[0.00007493377,0.000946272,0.001611414,0.0000208382,0.00003573818,0.0002720525,0.00005267902,0.4180499,0.5530991,0.007297023,0.01847328,0.00006682307],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8288475,0.0007084961,0.1585103,0.0001465324,0.0001458299,0.00004825365,0.0001060411,0.0003762346,0.01111075],"genre_scores_gemma":[0.9644889,0.000220527,0.03323533,0.00004498019,0.00001321647,0.00004584514,0.00005791953,0.00002357255,0.001869748],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0009538411,"threshold_uncertainty_score":0.003190935,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01591863470945326,"score_gpt":0.1988161136062529,"score_spread":0.1828974788967996,"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."}}