{"id":"W3095417940","doi":"10.1115/pvp2020-21566","title":"Technical Basis for Proposed Revisions to ASME Section III Code Case N-891 on Maximum Allowable Indentation Depths in HDPE Pipe to Extend Applicability to PENT Ratings Up to 10,000 Hours","year":2020,"lang":"en","type":"article","venue":"Volume 1: Codes and Standards","topic":"Geotechnical Engineering and Underground Structures","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kinectrics (Canada)","funders":"","keywords":"Piping; High-density polyethylene; Indentation; Section (typography); Structural engineering; Materials science; Mathematics; Engineering; Composite material; Polyethylene; Mechanical engineering; Computer science","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005585212,0.0002776423,0.0004024885,0.0001678535,0.0001620725,0.0001430838,0.00014587,0.0001610611,0.00007665411],"category_scores_gemma":[0.000748625,0.0002721505,0.0000776946,0.0005984017,0.00001728732,0.00007323641,0.00008234297,0.000257193,0.000005291517],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004936743,"about_ca_system_score_gemma":0.00004939103,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002520931,"about_ca_topic_score_gemma":0.001036017,"domain_scores_codex":[0.9981368,0.00002854297,0.0004238293,0.0005526769,0.0004435798,0.0004146236],"domain_scores_gemma":[0.9988806,0.00009099559,0.000024836,0.000268856,0.0001752989,0.0005594135],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001716335,0.00008346246,0.000252458,0.0005016795,0.0000451628,0.00006306452,0.002346916,0.8301679,0.0607668,0.0003191344,0.03154405,0.07219297],"study_design_scores_gemma":[0.008877236,0.01643414,0.03043901,0.001813791,0.0003415856,0.0003895428,0.004947441,0.2782566,0.03861377,0.002209611,0.6120621,0.005615208],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4605531,0.00002485156,0.5351179,0.001551393,0.0001459009,0.001638841,0.0004985408,0.000315025,0.0001544544],"genre_scores_gemma":[0.9865426,0.00000744008,0.01241264,0.0004463763,0.0001030261,0.0003283437,0.00001335981,0.00004849953,0.00009776097],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.580518,"threshold_uncertainty_score":0.9999731,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01285587673267841,"score_gpt":0.2670233248779296,"score_spread":0.2541674481452512,"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."}}