{"id":"W3124921614","doi":"10.1115/ipc2020-9705","title":"Full Scale Test Validation of Fatigue Crack Growth Rate of Flaws in ERW Pipe","year":2020,"lang":"en","type":"article","venue":"","topic":"Fatigue and fracture mechanics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Paris' law; Pipeline (software); Structural engineering; Welding; Fracture mechanics; Fracture (geology); Growth rate; Stress (linguistics); Materials science; Stress concentration; Crack closure; Engineering; Metallurgy; Mechanical engineering; Composite material; Mathematics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001449398,0.0003323083,0.0003155491,0.001002689,0.0002577082,0.0001833807,0.001051345,0.0005607431,0.001273791],"category_scores_gemma":[0.003174813,0.0002411576,0.0002892786,0.0006016871,0.0003401314,0.0004636876,0.0004980452,0.0002760168,0.0003455305],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003593615,"about_ca_system_score_gemma":0.0001954316,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004259404,"about_ca_topic_score_gemma":0.00603016,"domain_scores_codex":[0.9990433,0.0001399252,0.00007640966,0.0001822339,0.0004972619,0.00006090638],"domain_scores_gemma":[0.9972573,0.0006679397,0.0003139115,0.0004758628,0.001215941,0.00006907363],"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":[0.0009984367,0.0006978721,0.1104478,0.0002745611,0.00006093625,0.0003822864,0.0004703917,0.07608967,0.7343801,0.0002890234,0.0007034537,0.07520556],"study_design_scores_gemma":[0.00007938336,0.004993385,0.2463584,0.00003215994,0.00004263922,0.0004064753,0.0002087604,0.1813772,0.5648823,0.0001158877,0.001446716,0.0000567594],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9879128,0.00002890526,0.01038588,0.000006978906,0.000002765218,0.00007777886,0.0007363856,0.0002294763,0.0006189771],"genre_scores_gemma":[0.9944562,0.00001773877,0.004527468,0.000004718847,9.457499e-7,0.00004683852,0.0006464933,0.00001635994,0.0002831993],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004259404,"threshold_uncertainty_score":0.008469224,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01833946062522666,"score_gpt":0.2113080131669716,"score_spread":0.192968552541745,"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."}}