{"id":"W4365812449","doi":"10.1016/j.ijheatmasstransfer.2023.124174","title":"Falling film evaporation in a partially heated parallel plate channel: Elliptic numerical analysis with an excess moisture condensation model","year":2023,"lang":"en","type":"article","venue":"International Journal of Heat and Mass Transfer","topic":"Fluid Dynamics and Thin Films","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba","funders":"Natural Sciences and Engineering Research Council of Canada; University of Manitoba","keywords":"Laminar flow; Condensation; Evaporation; Mechanics; Materials science; Thermodynamics; Buoyancy; Reynolds number; Physics; Turbulence","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":[0.0001907996,0.0001182484,0.000210875,0.0003359852,0.0000238854,0.00007464051,0.0001103363,0.00007054719,0.000010005],"category_scores_gemma":[0.000003423059,0.00009872944,0.00005815444,0.0003436201,0.00001548435,0.0003256566,0.000003759987,0.0001861647,0.000001266308],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000449387,"about_ca_system_score_gemma":0.00002726771,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002692165,"about_ca_topic_score_gemma":0.0002780316,"domain_scores_codex":[0.9990753,0.00002088076,0.0003414845,0.0001097733,0.0003197524,0.0001327877],"domain_scores_gemma":[0.9996574,0.00002277547,0.00001699753,0.00005161745,0.0001775045,0.00007371153],"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":[0.0001964033,0.00002312885,0.001809097,0.000009881018,0.0003878028,0.00007610516,0.0006376153,0.9920877,0.00433904,0.0003193666,0.000007331094,0.0001065614],"study_design_scores_gemma":[0.000832453,0.00008339902,0.005323201,0.00003673033,0.0001077988,0.00001706254,0.00006764857,0.9921811,0.000274463,0.0009534089,0.000008194166,0.0001145685],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6554261,0.00006930256,0.3440447,0.0002285326,0.0001145167,0.0000474365,0.00001257809,0.00002788229,0.00002891833],"genre_scores_gemma":[0.9986831,0.0003500191,0.0007425892,0.00004271279,0.00005602636,0.000005174919,0.00008274527,0.00001750503,0.00002011405],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3433022,"threshold_uncertainty_score":0.402607,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01323394250159638,"score_gpt":0.2370037988467214,"score_spread":0.2237698563451251,"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."}}