{"id":"W4407204489","doi":"10.1016/j.cej.2025.160348","title":"Enhanced interfacial evaporation with wind-driven rotating sailboat-style evaporators","year":2025,"lang":"en","type":"article","venue":"Chemical Engineering Journal","topic":"Solar-Powered Water Purification Methods","field":"Energy","cited_by":13,"is_retracted":false,"has_abstract":false,"ca_institutions":"BC Research (Canada); University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; Mitacs; Canada Research Chairs; Canada Foundation for Innovation","keywords":"Evaporation; Mechanics; Environmental science; Materials science; Marine engineering; Meteorology; Engineering; 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":[0.0001098672,0.0002224853,0.0002669585,0.0001145091,0.0001594472,0.0003368458,0.0002483262,0.0001995877,0.001047427],"category_scores_gemma":[0.0001473275,0.0001232633,0.0001921278,0.0001536244,0.0001424264,0.0003860121,0.0002720387,0.0003095504,0.0003078933],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001352745,"about_ca_system_score_gemma":0.00009852531,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001938173,"about_ca_topic_score_gemma":0.0004833461,"domain_scores_codex":[0.9999241,0.00001054668,0.000004112774,0.00001601452,0.00002447581,0.00002077582],"domain_scores_gemma":[0.999948,0.00001132678,0.00001120615,0.000006437565,0.00001554084,0.000007519375],"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":[0.0001003062,0.00004077952,0.0002868,0.00007769302,0.000006815629,0.00004141309,0.00003322856,0.0008528366,0.9934883,0.00025064,0.0001813734,0.004639683],"study_design_scores_gemma":[0.00001778966,0.000139158,0.001234266,0.000003064571,0.000006516756,0.00003103514,0.00002090517,0.01276585,0.9840427,0.00002615826,0.001701589,0.00001094034],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9898126,0.0004590244,0.007691395,0.00004995311,0.00004265591,0.00001180523,0.00006356973,0.0001428119,0.00172619],"genre_scores_gemma":[0.9949281,0.0001839743,0.00303973,0.00001972165,0.00001064068,0.000008679309,0.00004744379,0.00002613694,0.001735515],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001047427,"threshold_uncertainty_score":0.003504038,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008568635527687777,"score_gpt":0.249586625591641,"score_spread":0.2410179900639532,"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."}}