{"id":"W2118754552","doi":"10.1115/ipc2002-27076","title":"Geometric Dent Characterization","year":2002,"lang":"en","type":"article","venue":"4th International Pipeline Conference, Parts A and B","topic":"Structural Integrity and Reliability Analysis","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Foothills Medical Centre; TransCanada (Canada)","funders":"","keywords":"Characterization (materials science); Pipeline (software); Pipeline transport; Line (geometry); Hydrostatic test; Welding; Computer science; Engineering; Engineering drawing; Mechanical engineering; Geometry; Materials science; Mathematics; Nanotechnology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0006636926,0.0006056721,0.000429091,0.002340038,0.0005470774,0.0005660186,0.001139589,0.0007215249,0.00619225],"category_scores_gemma":[0.002141902,0.0003513389,0.0004445528,0.0008624265,0.0004989083,0.0008177535,0.0008993787,0.0005365093,0.001522006],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005904858,"about_ca_system_score_gemma":0.0007970891,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005604634,"about_ca_topic_score_gemma":0.01675151,"domain_scores_codex":[0.999076,0.00004091933,0.00005142738,0.00009033657,0.0006698298,0.00007142872],"domain_scores_gemma":[0.9983521,0.0002411589,0.0002619867,0.000276654,0.0008162665,0.00005190319],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0002744609,0.0001390196,0.05044892,0.0005969001,0.00002370008,0.0006057534,0.0009803268,0.03662144,0.6337992,0.007722082,0.004767688,0.2640204],"study_design_scores_gemma":[0.00002604712,0.0008609326,0.1933045,0.00006343491,0.00005214188,0.003050295,0.0007665373,0.1368685,0.6147791,0.00160998,0.0483928,0.0002258093],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5705392,0.0008316418,0.3751461,0.0002460331,0.00008432206,0.001089148,0.006757403,0.00193064,0.04337538],"genre_scores_gemma":[0.8890077,0.0005779646,0.08835442,0.00009837197,0.00002219416,0.0002776005,0.006662224,0.0002320125,0.01476751],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00619225,"threshold_uncertainty_score":0.02071512,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02672648349067168,"score_gpt":0.2287171666965949,"score_spread":0.2019906832059232,"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."}}