{"id":"W4412130908","doi":"10.55274/r0000142","title":"PR676-233801-R09 Pipe Vulnerability Analysis Methodology","year":2025,"lang":"en","type":"report","venue":"","topic":"Mechanical Failure Analysis and Simulation","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Stantec (Canada)","funders":"","keywords":"Vulnerability (computing); Vulnerability assessment; Computer science; Environmental science; Computer security; Psychology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001160852,0.0009351154,0.0004085958,0.002243351,0.0003891339,0.001438074,0.001395455,0.0007828731,0.09046301],"category_scores_gemma":[0.002071168,0.0004253081,0.0007989032,0.001277224,0.0003517973,0.001012445,0.001372549,0.0006070455,0.04701756],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005255297,"about_ca_system_score_gemma":0.001726164,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002299002,"about_ca_topic_score_gemma":0.003194107,"domain_scores_codex":[0.9991756,0.0001196602,0.00006246577,0.0001518384,0.0004277406,0.00006273693],"domain_scores_gemma":[0.9992023,0.0001177736,0.00008554179,0.0001260258,0.000444312,0.00002407071],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001107638,0.0002023901,0.004003006,0.0008951758,0.00009376187,0.0002449212,0.0002167326,0.06043839,0.03222574,0.05561708,0.08769727,0.7582548],"study_design_scores_gemma":[0.00008377427,0.0003632629,0.008749475,0.0003869939,0.00005858658,0.0007046002,0.0003742527,0.3322017,0.03309685,0.03695834,0.5869251,0.00009687857],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.007146355,0.0001097686,0.9138538,0.0001154472,0.00005805495,0.0007212334,0.00679313,0.01130872,0.05989344],"genre_scores_gemma":[0.07362869,0.0003498331,0.8348473,0.0001253199,0.00004357268,0.002086449,0.01796451,0.002569925,0.06838439],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.09046301,"threshold_uncertainty_score":0.3026289,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09709651817187356,"score_gpt":0.3651904114628859,"score_spread":0.2680938932910124,"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."}}