{"id":"W4290098488","doi":"10.1016/j.ijheatmasstransfer.2022.123282","title":"Numerical analysis of evaporation from a falling film in a vertical parallel plate channel","year":2022,"lang":"en","type":"article","venue":"International Journal of Heat and Mass Transfer","topic":"Fluid Dynamics and Thin Films","field":"Engineering","cited_by":7,"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; Mechanics; Materials science; Buoyancy; Evaporation; Thermodynamics; Finite volume method; Heat transfer; Flow (mathematics); Heat flux; Physics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002070114,0.0003616592,0.0007979303,0.0003607805,0.0009117372,0.0007716027,0.0007853433,0.0015194,0.002157609],"category_scores_gemma":[0.0009624386,0.0003770244,0.00057852,0.000429259,0.001020795,0.0006117944,0.0005666024,0.0006868836,0.0001310945],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008066068,"about_ca_system_score_gemma":0.001032298,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01594235,"about_ca_topic_score_gemma":0.006063766,"domain_scores_codex":[0.9998949,0.00001595834,0.00000447049,0.00001848339,0.000032829,0.00003333327],"domain_scores_gemma":[0.9995137,0.0002950925,0.00004581757,0.00002152523,0.00008308026,0.00004072131],"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":[0.0001300365,0.00008246175,0.001448287,0.0001020543,0.00002509005,0.0002914629,0.00004535896,0.9815392,0.0103352,0.003585321,0.0002479724,0.002167573],"study_design_scores_gemma":[0.00001358634,0.00002103249,0.00036636,0.000002465747,0.000003756467,0.00001410527,0.00001256197,0.9984157,0.0009358727,0.0001401295,0.00006893625,0.000005366137],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9270264,0.0006769074,0.046924,0.0005059398,0.0001693613,0.0001156437,0.0002575227,0.0002329752,0.0240912],"genre_scores_gemma":[0.9903841,0.0001351762,0.00520455,0.0000352462,0.00002025622,0.00003145295,0.00005173761,0.00002449633,0.004113004],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01594235,"threshold_uncertainty_score":0.03169906,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008898947520212419,"score_gpt":0.2184164032937851,"score_spread":0.2095174557735727,"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."}}