{"id":"W4417195420","doi":"10.54254/2755-2721/2026.30562","title":"Design and Failure Mechanism Analysis of Fire Resistance Test for Fire-Resistant Oil Booms","year":2025,"lang":"","type":"article","venue":"Applied and Computational Engineering","topic":"Risk and Safety Analysis","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ministry of Transportation of Ontario","funders":"","keywords":"Boom; Oil boom; Fire resistance; Firefighting; Failure mechanism; Test method; Fire protection; Combustion; Fossil fuel","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":[0.0011073,0.0003173616,0.0008851587,0.0006393527,0.0003536642,0.0002119948,0.0003072658,0.0001560715,0.00002295266],"category_scores_gemma":[0.0003223983,0.0003048365,0.0002432833,0.002783059,0.0001083893,0.0001207277,0.0001140464,0.0001366717,0.000001311013],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003864085,"about_ca_system_score_gemma":0.0001082174,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001183894,"about_ca_topic_score_gemma":0.00001543506,"domain_scores_codex":[0.9973223,0.00003472536,0.0009894981,0.0007352457,0.0006183952,0.0002997997],"domain_scores_gemma":[0.9931783,0.005876972,0.0002751928,0.000282372,0.0002618518,0.00012529],"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":[0.0001382031,0.00005003175,0.00003155319,0.0001491211,0.001193691,0.000001631778,0.000311584,0.849553,0.001288992,0.117047,0.0001489716,0.03008619],"study_design_scores_gemma":[0.0005907563,0.00003726731,0.001882328,0.00009077763,0.001428913,4.012392e-7,0.0003248309,0.9433005,0.0002493603,0.0507623,0.001063284,0.0002693209],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0181593,0.003298069,0.9768702,0.001069081,0.00006823531,0.0002134068,0.0001316444,0.00002824756,0.0001618324],"genre_scores_gemma":[0.8998244,0.0005523242,0.09875557,0.00006828515,0.00002265781,0.00005374214,0.00003022884,0.0000133969,0.0006794203],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8816651,"threshold_uncertainty_score":0.9999404,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01394099015819754,"score_gpt":0.2556349333284164,"score_spread":0.2416939431702189,"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."}}