{"id":"W904566476","doi":"10.1615/heatexchdesignupd.v8.i2.90","title":"3.17.9 FOULING IN HEAT EXCHANGERS: FOUUNG IN THE NUCLEAR INDUSTRY","year":2001,"lang":"en","type":"article","venue":"Heat Exchanger Design Updates","topic":"Nuclear reactor physics and engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Atomic Energy (Canada); University of New Brunswick","funders":"","keywords":"Fouling; Heat exchanger; Nuclear industry; Nuclear engineering; Business; Materials science; Environmental science; Mechanical engineering; Chemistry; 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":[0.001186382,0.0005626474,0.0005200699,0.0007485164,0.001458309,0.001959784,0.001134193,0.002656007,0.0357272],"category_scores_gemma":[0.001617964,0.0003994815,0.0006393967,0.000536165,0.0009394018,0.001324062,0.0009149017,0.001442358,0.02260649],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001102542,"about_ca_system_score_gemma":0.0009642238,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003489211,"about_ca_topic_score_gemma":0.0047871,"domain_scores_codex":[0.9986742,0.0001457133,0.00006626262,0.00008150442,0.0009075495,0.0001248003],"domain_scores_gemma":[0.9992785,0.0001391002,0.00006556034,0.00008530521,0.0003945624,0.00003708888],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005132758,0.0001882228,0.002018945,0.001364889,0.0000297568,0.0008740883,0.001058894,0.002118491,0.08147473,0.06154535,0.4082537,0.4405596],"study_design_scores_gemma":[0.00001521927,0.0002527402,0.003357955,0.0003787091,0.00002378795,0.0007658241,0.0002299425,0.001034017,0.05759139,0.005640694,0.9306464,0.00006330256],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.04504963,0.04896,0.1185126,0.01604126,0.02500365,0.0006803919,0.002573411,0.008994523,0.7341845],"genre_scores_gemma":[0.08299139,0.01825061,0.02425123,0.003732547,0.001690995,0.0002939495,0.001188157,0.001430446,0.8661706],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.0357272,"threshold_uncertainty_score":0.1195194,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03062735994587604,"score_gpt":0.2219532684281974,"score_spread":0.1913259084823213,"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."}}