{"id":"W4413053765","doi":"10.1016/j.jaerosci.2025.106663","title":"Transport characteristics of fission product surrogates in water-cooled small modular reactor containments","year":2025,"lang":"en","type":"article","venue":"Journal of Aerosol Science","topic":"Nuclear Materials and Properties","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Canadian Nuclear Laboratories","funders":"Atomic Energy of Canada Limited","keywords":"Nuclear fission product; Nuclear engineering; Modular design; Environmental science; Fission products; Fission; Nuclear physics; Engineering; Physics; Computer science; Neutron","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":[0.002175276,0.0001194701,0.0003852876,0.0001636287,0.00008281496,0.0000748724,0.0005826406,0.00003796473,0.0001368866],"category_scores_gemma":[0.0001725616,0.00007244736,0.00005259399,0.0002289139,0.0003164407,0.000456165,0.00007714103,0.000101871,0.000007622351],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007417006,"about_ca_system_score_gemma":0.0002125293,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008000471,"about_ca_topic_score_gemma":0.00001135158,"domain_scores_codex":[0.998251,0.0000667497,0.0007600488,0.0002076336,0.0004150365,0.0002995034],"domain_scores_gemma":[0.9990711,0.00002222622,0.0003213573,0.000207004,0.000301597,0.00007675181],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002346909,0.0001012409,0.004167525,0.000069813,0.000002844728,0.00001180238,0.0005871422,0.00001553159,0.994382,0.00002025587,0.000007778108,0.0003993243],"study_design_scores_gemma":[0.0003774232,0.0001599583,0.02817655,0.0003216889,0.00001161539,0.000009223392,0.0000810971,0.00002021502,0.9706084,0.00005332938,0.00009770512,0.00008276402],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982545,0.00005880218,0.00002879924,0.0003449677,0.001029852,0.0001345707,0.000007038701,0.00000733049,0.0001340809],"genre_scores_gemma":[0.9990942,0.00005047817,0.0006562778,0.00004477546,0.00004643994,0.000001385554,7.192873e-7,0.000006330244,0.00009933784],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02400903,"threshold_uncertainty_score":0.2954318,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01229967570542362,"score_gpt":0.2338279013871825,"score_spread":0.2215282256817589,"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."}}