{"id":"W3095535798","doi":"10.1115/pvp2020-21304","title":"Examination of the Transferability of CTOA From Small-Scale DWTT to Full-Scale Pipe Geometries Using a Cohesive Zone Model","year":2020,"lang":"en","type":"article","venue":"","topic":"Fatigue and fracture mechanics","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Natural Resources Canada; Carleton University","funders":"","keywords":"Finite element method; Materials science; Scale (ratio); Cohesive zone model; Structural engineering; Fracture (geology); 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":[0.0004717381,0.0004011516,0.0001917835,0.0006451996,0.000147481,0.000313119,0.0005860883,0.0003722221,0.001745506],"category_scores_gemma":[0.001771334,0.0002764959,0.000286502,0.0002937918,0.0003824282,0.0004050991,0.0004548615,0.0003256463,0.000223989],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003030803,"about_ca_system_score_gemma":0.000308586,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003100447,"about_ca_topic_score_gemma":0.003110002,"domain_scores_codex":[0.9997618,0.00001697606,0.00001486282,0.00005769425,0.0001264725,0.00002216684],"domain_scores_gemma":[0.9990801,0.0003254287,0.00008988645,0.0002449071,0.0002302933,0.00002934173],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002212011,0.0001603891,0.02167202,0.0001946704,0.00002910846,0.0003387436,0.0002739307,0.3299896,0.5955487,0.0009466994,0.000315298,0.05030953],"study_design_scores_gemma":[0.00001530313,0.0004638247,0.03712708,0.00001499112,0.00002039134,0.0001866219,0.0001287674,0.8308557,0.1298955,0.0003469841,0.0009096061,0.0000353529],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9000023,0.00009721121,0.09722956,0.00002346833,0.00001369133,0.00006185324,0.000238047,0.0006060588,0.001727801],"genre_scores_gemma":[0.9936022,0.00003210791,0.005956992,0.000003895804,7.921806e-7,0.00002508236,0.0001039179,0.0000253652,0.0002496084],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003100447,"threshold_uncertainty_score":0.006164789,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02979337237460695,"score_gpt":0.203464103979128,"score_spread":0.1736707316045211,"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."}}