{"id":"W4390887170","doi":"10.1016/j.jpse.2024.100173","title":"Dent strain and stress analyses and implications concerning API RP 1183 - Part II: Examples of dent geometry and strain analyses during contact and re-rounding","year":2024,"lang":"en","type":"article","venue":"Journal of Pipeline Science and Engineering","topic":"Dental materials and restorations","field":"Dentistry","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Skew; Asymmetry; Categorization; Structural engineering; Deformation (meteorology); Finite element method; Limiting; Stress (linguistics); Rounding; Geometry; Computer science; Mathematics; Engineering; Mechanical engineering; Materials science; Artificial intelligence; Physics; Composite material; Telecommunications","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006672045,0.0001354109,0.0002769417,0.0004271862,0.0002622085,0.0005097903,0.00008660691,0.00003897415,0.00001280385],"category_scores_gemma":[0.0001932919,0.0001082208,0.00003056496,0.0003343067,0.000186012,0.0006511572,0.0001224367,0.0001324793,1.165691e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003048959,"about_ca_system_score_gemma":0.00004985462,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005619767,"about_ca_topic_score_gemma":0.0000374298,"domain_scores_codex":[0.998848,0.00001737308,0.000462952,0.0002168001,0.0002688417,0.000186058],"domain_scores_gemma":[0.9993722,0.0001103992,0.0001569163,0.00008258234,0.0001017656,0.0001761728],"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":[0.0000066369,0.00001389117,0.01017457,0.0002838236,0.00006477551,0.00003414198,0.0004692081,0.001130259,0.9855153,0.0003615262,0.00001114109,0.001934719],"study_design_scores_gemma":[0.0008282522,0.0002200295,0.9243227,0.001556046,0.0003954635,0.00180393,0.005730235,0.01786655,0.04637393,0.0001376731,0.0003698663,0.000395335],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.988897,0.008898348,0.001674909,0.00008173294,0.0002359107,0.00006036861,0.0001280435,0.00001311308,0.00001056897],"genre_scores_gemma":[0.9974099,0.001622472,0.0007710018,0.000005541404,0.0001505239,0.00000149585,0.000003092098,0.00000928379,0.00002662925],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9391414,"threshold_uncertainty_score":0.491592,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07195164430409134,"score_gpt":0.3599558443823858,"score_spread":0.2880042000782945,"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."}}