{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003133471,0.0006146052,0.0009988905,0.0004238508,0.0006737316,0.000909474,0.001009293,0.001451088,0.001302278],"category_scores_gemma":[0.001034984,0.0005017483,0.0007297091,0.0003595498,0.001279103,0.001117385,0.0008628363,0.0008139613,0.0001535255],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007442588,"about_ca_system_score_gemma":0.0008865323,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008724967,"about_ca_topic_score_gemma":0.003126389,"domain_scores_codex":[0.9998317,0.00004212281,0.000006667021,0.00003621087,0.00004376159,0.00003959499],"domain_scores_gemma":[0.9996269,0.0001823146,0.00004929026,0.0000294341,0.00007766465,0.0000342687],"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":[0.0001185675,0.00007182064,0.000863232,0.00009467737,0.00002372528,0.0002674003,0.00005603418,0.9708394,0.01453877,0.01101033,0.0002545855,0.001861278],"study_design_scores_gemma":[0.00000765699,0.000008156375,0.0001242038,0.000001464507,0.000002848037,0.000007030659,0.000004896409,0.9989234,0.0006677355,0.0002033596,0.00004554844,0.000003762221],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.763934,0.001360231,0.2083752,0.0005560798,0.0002109277,0.00019617,0.0002890872,0.0003454053,0.02473294],"genre_scores_gemma":[0.9885992,0.0002272077,0.00530244,0.00003583861,0.0000403888,0.00004468127,0.00005378032,0.00004982402,0.00564668],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008724967,"threshold_uncertainty_score":0.01734835,"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."}}