{"id":"W4256754599","doi":"10.22215/etd/2021-14402","title":"CANDU Fire Probabilistic Risk Assessment","year":2021,"lang":"en","type":"dissertation","venue":"","topic":"Fire dynamics and safety research","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"Division of Electrical, Communications and Cyber Systems; National Eye Institute; International Atomic Energy Agency; Indiana Family and Social Services Administration; U.S. Department of Energy; Electric Power Research Institute; Canadian Nuclear Safety Commission","keywords":"Shutdown; Engineering; Nuclear power plant; Nuclear power; Probabilistic risk assessment; Fire safety; Environmental science; Forensic engineering; Risk assessment; Nuclear engineering; Civil engineering; Computer science; Nuclear physics; Computer security","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0001114037,0.0001872325,0.0002284757,0.00004416512,0.00006358165,0.00008296094,0.0001382722,0.0002122681,0.0008675467],"category_scores_gemma":[0.0000397839,0.0001775644,0.00009179872,0.0001430003,0.000006758244,0.00003069677,0.00001375336,0.0005612256,0.00003119065],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001740805,"about_ca_system_score_gemma":0.0001727433,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003775241,"about_ca_topic_score_gemma":0.004706296,"domain_scores_codex":[0.9990525,0.00002321242,0.0002014969,0.0002079538,0.0002767473,0.0002381207],"domain_scores_gemma":[0.9994669,0.00005105975,0.00002307188,0.0002656809,0.0001185145,0.00007478121],"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":[0.0000900023,0.0005334566,0.00705859,0.0165107,0.002795939,0.0006262516,0.002808569,0.1177046,0.001692843,0.04981066,0.07503414,0.7253342],"study_design_scores_gemma":[0.0001945832,0.00003189664,0.03174284,0.0001752615,0.00006287958,0.000002449302,0.0004834621,0.9586692,0.00003317124,0.0008149235,0.007306047,0.0004833172],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2556906,0.0013887,0.0004701436,0.00004681751,0.001906202,0.0005439467,0.0001736116,0.0003833281,0.7393966],"genre_scores_gemma":[0.9035034,0.003153586,0.001299258,0.000007900637,0.0001602713,0.0001724284,0.007123164,0.0001401075,0.08443986],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8409646,"threshold_uncertainty_score":0.9499028,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006250824350883423,"score_gpt":0.2640155251214049,"score_spread":0.2577647007705215,"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."}}