{"id":"W3133706324","doi":"10.11159/jffhmt.2021.018","title":"Influence of Plate Geometry on Thermohydraulic Performance of Fixed-Bed Regenerators","year":2021,"lang":"en","type":"article","venue":"Journal of Fluid Flow Heat and Mass Transfer","topic":"Heat Transfer and Optimization","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"Natural Sciences and Engineering Research Council of Canada; University of Saskatchewan","keywords":"Geometry; Materials science; Mechanics; Mathematics; Physics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.000160944,0.0001333559,0.0003327473,0.0001611724,0.0000264792,0.000009642607,0.00007569396,0.00009919143,0.00003596559],"category_scores_gemma":[0.000008250136,0.000113001,0.00009900077,0.0002690669,0.00003375866,0.0002023537,0.000002407729,0.0001828478,7.026806e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001820134,"about_ca_system_score_gemma":0.00004631681,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001533132,"about_ca_topic_score_gemma":0.000001643126,"domain_scores_codex":[0.9990267,0.00002697821,0.0004918621,0.00008237853,0.000224702,0.0001474142],"domain_scores_gemma":[0.9995897,0.00004053834,0.000008429301,0.0001105259,0.0001613616,0.00008940056],"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":[0.00007668034,0.00002398942,0.0009624942,0.0002259989,0.00006357724,0.00001020133,0.0002693791,0.4749755,0.5220279,0.00002861908,0.00001969799,0.00131591],"study_design_scores_gemma":[0.0009210981,0.000295353,0.00632322,0.000275801,0.00005913161,0.00003456263,0.00001989837,0.04711456,0.9446887,0.000008482163,0.0001359817,0.0001231735],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9868622,0.001415217,0.01122887,0.00005281901,0.0001404422,0.00005191182,0.00001306738,0.00001143519,0.000224037],"genre_scores_gemma":[0.9946317,0.004575965,0.0006649804,0.00004250411,0.00005325041,9.870439e-7,0.000002700963,0.00001990756,0.000008013442],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.427861,"threshold_uncertainty_score":0.4608049,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006172031005223458,"score_gpt":0.1898894665496481,"score_spread":0.1837174355444247,"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."}}