{"id":"W2978902409","doi":"10.1007/s40870-019-00224-9","title":"Workshop on Mathematical Challenges in Brittle Material Failure","year":2019,"lang":"en","type":"article","venue":"Journal of Dynamic Behavior of Materials","topic":"Graphite, nuclear technology, radiation studies","field":"Materials Science","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"Army Research Office","keywords":"Solid mechanics; Brittleness; Materials science; Forensic engineering; Composite material; 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":[0.007183184,0.00147504,0.001815828,0.002258652,0.001862484,0.004148912,0.003268373,0.005159883,0.01674986],"category_scores_gemma":[0.0167463,0.0007649682,0.003032817,0.001290674,0.003705196,0.008147986,0.004322174,0.007590132,0.001978889],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003726599,"about_ca_system_score_gemma":0.002274879,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002168153,"about_ca_topic_score_gemma":0.001410503,"domain_scores_codex":[0.9984059,0.0006018866,0.0001084764,0.0003134642,0.000418398,0.0001519941],"domain_scores_gemma":[0.9906502,0.006120378,0.0002048929,0.000731791,0.001661268,0.0006315029],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005624492,0.00008259556,0.0002213597,0.0002195954,0.00005473403,0.0001567708,0.0001835403,0.01492818,0.0005476742,0.9233379,0.04792626,0.01228515],"study_design_scores_gemma":[0.00003468732,0.00003730375,0.0002467461,0.0001602148,0.00002512671,0.00007779842,0.00009489115,0.05534277,0.0004384849,0.8869233,0.05657672,0.00004204016],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.04057822,0.04896171,0.5346317,0.2035692,0.02853372,0.0001843633,0.001746979,0.0004816198,0.1413125],"genre_scores_gemma":[0.5576538,0.03979496,0.1809617,0.01876404,0.05120198,0.001014924,0.00175493,0.0009751404,0.1478784],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.01674986,"threshold_uncertainty_score":0.05603385,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02638622135080943,"score_gpt":0.2804482915814916,"score_spread":0.2540620702306822,"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."}}