{"id":"W3207536613","doi":"10.1115/pvp2021-61650","title":"Design of Piping Systems for Accidental Explosion and Fire Events","year":2021,"lang":"en","type":"article","venue":"Volume 2: Computer Technology and Bolted Joints; Design and Analysis","topic":"Risk and Safety Analysis","field":"Decision Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Suncor Energy (Canada)","funders":"","keywords":"Piping; Engineering; Process (computing); Engineering design process; Reliability engineering; Structural engineering; Computer science; Mechanical engineering","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":[0.0007703868,0.0005287291,0.0004095216,0.0005561434,0.0004063431,0.0006433722,0.0005729691,0.0005753642,0.002319045],"category_scores_gemma":[0.001173607,0.000328977,0.0003186041,0.0002459701,0.0005326757,0.0003628553,0.0006104364,0.0003898864,0.0002276388],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005811692,"about_ca_system_score_gemma":0.001135559,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001538904,"about_ca_topic_score_gemma":0.001289023,"domain_scores_codex":[0.9994346,0.0001714186,0.00003855214,0.0000708241,0.0001864291,0.00009805636],"domain_scores_gemma":[0.9994196,0.0002304322,0.0001125236,0.00003792207,0.000155381,0.00004423521],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00007397291,0.00002301752,0.001022866,0.0001180882,0.000009179658,0.000145644,0.00005147713,0.9631938,0.01530752,0.002827303,0.0001682238,0.01705886],"study_design_scores_gemma":[0.00003233799,0.000486433,0.001314807,0.00002174045,0.00002047231,0.00009578819,0.00006837581,0.9824968,0.01074942,0.002627087,0.002073506,0.00001322661],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2873892,0.0002737205,0.7027975,0.0001476305,0.00002663224,0.0004299842,0.0001989043,0.0005747892,0.008161752],"genre_scores_gemma":[0.949323,0.0001061637,0.04879484,0.00001004833,0.000004287624,0.0001511009,0.00007715195,0.0000225036,0.001510871],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002319045,"threshold_uncertainty_score":0.007757962,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05588493191832093,"score_gpt":0.3023813489337511,"score_spread":0.2464964170154302,"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."}}