{"id":"W4415705505","doi":"10.1063/5.0283693","title":"Mass transfer enhancement in continually replenished aerophilic surfaces","year":2025,"lang":"en","type":"article","venue":"Applied Physics Letters","topic":"Surface Modification and Superhydrophobicity","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"British Columbia Knowledge Development Fund; Natural Sciences and Engineering Research Council of Canada; Mitacs; Canada Foundation for Innovation; CMC Microsystems","keywords":"Mass transfer; Nanoscopic scale; Saturation (graph theory); Diffusion; Scanning electron microscope; Planar; Fabrication; Bromothymol blue","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":[0.0002878567,0.0001813761,0.000266032,0.00004801389,0.00008299093,0.00007279313,0.00028682,0.00005057766,0.0002113452],"category_scores_gemma":[0.000005291044,0.0001817046,0.00005421612,0.0003081866,0.0001137961,0.00009094713,0.00002903535,0.0001306812,0.0001972696],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007795436,"about_ca_system_score_gemma":0.00003956405,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007561923,"about_ca_topic_score_gemma":0.00001298615,"domain_scores_codex":[0.9985958,0.00005915583,0.0003286578,0.0004664221,0.0002307406,0.0003192678],"domain_scores_gemma":[0.9994102,0.00007887591,0.00003076653,0.0004161952,0.00002440132,0.00003953067],"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":[0.00004741622,0.00007484549,0.0003029706,0.00001837125,0.00000800906,0.000001725065,0.0004957097,0.001293386,0.9881676,0.008662364,0.000599699,0.0003278774],"study_design_scores_gemma":[0.0007373209,0.00000746748,0.001025722,0.00001612488,0.000009877784,7.845194e-8,0.0001012225,0.000126174,0.996111,0.0008179019,0.0008427035,0.0002044229],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9737539,0.00002095094,0.01759363,0.001620634,0.0002379589,0.0003917019,0.000007648883,0.00007788833,0.006295678],"genre_scores_gemma":[0.994624,0.000008351987,0.0009598309,0.004111122,0.00002822802,0.0001043381,0.00001341981,0.00001321006,0.0001375388],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02087005,"threshold_uncertainty_score":0.7409699,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01164408303394078,"score_gpt":0.2290068015472281,"score_spread":0.2173627185132873,"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."}}