{"id":"W4415622915","doi":"10.55274/r0000154","title":"PR214-233810-R01 Revised PRCI Pipeline and Facility Threat Categories","year":2025,"lang":"","type":"report","venue":"","topic":"Structural Integrity and Reliability Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pipeline (software); Documentation; Integrity management; Variety (cybernetics); Threat assessment; Pipeline transport","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","research_integrity"],"category_scores_codex":[0.001441278,0.00172327,0.003295561,0.0005866875,0.0005297623,0.0004794621,0.0006736096,0.00243512,0.00543233],"category_scores_gemma":[0.001887826,0.001377281,0.001255703,0.001327826,0.0008607377,0.0003943141,0.0005205909,0.002918381,0.0001020863],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008362968,"about_ca_system_score_gemma":0.0007837416,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008161393,"about_ca_topic_score_gemma":0.001760242,"domain_scores_codex":[0.9928528,0.0002320362,0.002734515,0.00196398,0.001143531,0.001073136],"domain_scores_gemma":[0.9952219,0.0006448621,0.0003749756,0.001928398,0.001353798,0.0004761295],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006268521,0.0006311846,0.02580049,0.107277,0.01491517,0.0004070088,0.003976484,0.01392551,0.0009420486,0.005874098,0.1277716,0.6978526],"study_design_scores_gemma":[0.002467814,0.0003739725,0.006964377,0.004283624,0.01367511,0.0005076638,0.004042163,0.07386097,0.006442701,0.01898436,0.8606414,0.007755842],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.07995398,0.2123524,0.02975794,0.009221181,0.01788567,0.009510791,0.005370636,0.003953278,0.6319941],"genre_scores_gemma":[0.3850025,0.1518047,0.001804788,0.0002321515,0.001265915,0.0001722191,0.002521949,0.0001198179,0.457076],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7328698,"threshold_uncertainty_score":0.9995514,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02188296597851589,"score_gpt":0.2648985059312502,"score_spread":0.2430155399527343,"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."}}