{"id":"W3087565850","doi":"10.1002/cjce.23880","title":"A heat‐transfer model for tube fouling in the radiant section of once‐through steam generators","year":2020,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Heat Transfer and Boiling Studies","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Fouling; Heat transfer; Tube (container); Shell and tube heat exchanger; Convection; Thermal conductivity; Waste management; Materials science; Petroleum engineering; Nuclear engineering; Environmental science; Chemistry; Mechanics; Composite material; Engineering","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002180124,0.0001252426,0.0002317451,0.00005139465,0.00004116114,0.0000184097,0.0002131158,0.00006640339,0.000002096422],"category_scores_gemma":[0.00005830131,0.00008678754,0.0001221705,0.000196221,0.00003024879,0.00007810944,0.000002210334,0.000380797,1.692213e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001044383,"about_ca_system_score_gemma":0.0001257842,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002235647,"about_ca_topic_score_gemma":0.0003409948,"domain_scores_codex":[0.9992124,0.000008907554,0.000339923,0.00006445416,0.0001197242,0.0002545229],"domain_scores_gemma":[0.9996489,0.00009013081,0.000003949816,0.0000729095,0.00004526528,0.0001387877],"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":[0.00000855828,0.000002500325,0.00001136181,0.0001083459,0.00004944872,0.000005628962,0.006120037,0.8866708,0.1065395,0.0001370916,0.0001386957,0.0002080455],"study_design_scores_gemma":[0.0004041129,0.00003444161,0.000009129806,0.00008235064,0.00004036515,0.0000267301,0.0001084964,0.8483767,0.1503111,0.00004357707,0.0004486012,0.00011442],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9228869,0.00103574,0.07442699,0.001217811,0.0002170529,0.0001374408,0.0000176197,0.00001587381,0.00004453959],"genre_scores_gemma":[0.9988372,0.00002867039,0.0006004631,0.0001469138,0.0003535023,0.000007115959,9.368654e-7,0.00002488123,3.544376e-7],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07595023,"threshold_uncertainty_score":0.3539093,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02680056647473791,"score_gpt":0.2060344317633252,"score_spread":0.1792338652885873,"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."}}