{"id":"W2003947504","doi":"10.1016/j.ijheatmasstransfer.2009.12.043","title":"Monte Carlo simulation and experimental heat and mass transfer in direct contact membrane distillation","year":2010,"lang":"en","type":"article","venue":"International Journal of Heat and Mass Transfer","topic":"Membrane Separation Technologies","field":"Environmental Science","cited_by":78,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Membrane distillation; Mass transfer; Materials science; Membrane; Monte Carlo method; Heat transfer; Thermodynamics; Heat flux; Direct simulation Monte Carlo; Mechanics; Dynamic Monte Carlo method; Chemistry; Physics","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0007089147,0.0004196421,0.0009882142,0.0004224157,0.001134914,0.0008248979,0.0007475455,0.001763748,0.003242038],"category_scores_gemma":[0.003399467,0.0005653538,0.0004943994,0.0006845973,0.001030697,0.0007682436,0.0003850842,0.001090919,0.0001875442],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001703775,"about_ca_system_score_gemma":0.001297291,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0245519,"about_ca_topic_score_gemma":0.01114351,"domain_scores_codex":[0.9996985,0.0000943272,0.00001190337,0.00003801011,0.0001015685,0.0000557424],"domain_scores_gemma":[0.9942591,0.005004475,0.0001426414,0.0001700491,0.0003451133,0.00007856494],"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":[0.0002402977,0.0001503878,0.0009412394,0.00004717815,0.00001265554,0.00004676665,0.00006017351,0.9915432,0.002184042,0.003040414,0.0001367008,0.001597045],"study_design_scores_gemma":[0.000019343,0.00003132167,0.0002137196,0.000001487514,0.000002816421,0.000004695689,0.000007398165,0.9977511,0.001748692,0.0001741317,0.00004013658,0.000005222782],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.982365,0.0001915692,0.01134591,0.0001547465,0.00003599307,0.00004092002,0.0001555302,0.0001154801,0.005594941],"genre_scores_gemma":[0.9962547,0.00004424779,0.002451771,0.00002182461,0.000005250165,0.00003702493,0.00004213301,0.00001918005,0.001123821],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0245519,"threshold_uncertainty_score":0.04881799,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01119934951455277,"score_gpt":0.2660490874625236,"score_spread":0.2548497379479708,"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."}}