{"id":"W4376278056","doi":"10.1002/prs.12474","title":"Modeling and risk analysis of large‐scale crude oil pool fire on an offshore facility","year":2023,"lang":"en","type":"article","venue":"Process Safety Progress","topic":"Risk and Safety Analysis","field":"Decision Sciences","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"Natural Science Foundation of Shandong Province; National Natural Science Foundation of China","keywords":"Marine engineering; Environmental science; Submarine pipeline; Scale (ratio); Engineering; Petroleum engineering; Geotechnical 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005142012,0.0002974544,0.00103356,0.0008836036,0.0005632947,0.0001696163,0.0009391899,0.0001843,0.0001648306],"category_scores_gemma":[0.001007707,0.0002201146,0.0004316222,0.007288931,0.0002297053,0.0005283782,0.0002217161,0.0002956303,0.00006723117],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000284611,"about_ca_system_score_gemma":0.00007824911,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001044883,"about_ca_topic_score_gemma":0.0007360282,"domain_scores_codex":[0.9946071,0.0004472552,0.001204022,0.001173023,0.002029571,0.0005390343],"domain_scores_gemma":[0.9969616,0.0004773601,0.0004100347,0.001087928,0.0007833697,0.0002797376],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003964273,0.0002651555,0.3527815,0.00005368417,0.0005865155,0.000005154012,0.004999565,0.3077449,0.000005199248,0.00004569768,0.00003663879,0.3330795],"study_design_scores_gemma":[0.0003458375,0.0000848622,0.0627382,0.00002187606,0.0008020588,6.761878e-7,0.005459469,0.9272781,0.0001050153,0.002594927,0.0003138095,0.0002551959],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9936205,0.0006722354,0.003370178,0.0008160356,0.00005025388,0.0001198983,0.0009624925,0.0001455652,0.0002429041],"genre_scores_gemma":[0.9977416,0.001404797,0.0003369214,0.00003836803,0.00003137287,0.00003720861,0.0001523033,0.00001389301,0.0002435581],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6195332,"threshold_uncertainty_score":0.8976014,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04901098734136673,"score_gpt":0.3778904577522747,"score_spread":0.328879470410908,"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."}}