{"id":"W4412700076","doi":"10.11159/ffhmt25.129","title":"A Hybrid Surface Design for Superior Condensation Heat Transfer","year":2025,"lang":"en","type":"article","venue":"Proceedings of the ... International Conference on Fluid Flow, Heat and Mass Transfer","topic":"Spacecraft and Cryogenic Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Condensation; Heat transfer; Materials science; Surface (topology); Computer science; Mechanics; Thermodynamics; Physics; Mathematics; Geometry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001499645,0.0002046513,0.000222915,0.0001064844,0.00006810621,0.00008193324,0.0003753769,0.0001079574,0.00005063317],"category_scores_gemma":[0.00002630643,0.0001635239,0.0001152326,0.00009369382,0.0001002359,0.0001589714,0.00001666866,0.0001474802,0.000001618582],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005791569,"about_ca_system_score_gemma":0.00003506913,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006995196,"about_ca_topic_score_gemma":0.000002540302,"domain_scores_codex":[0.999119,0.000003513276,0.0002492485,0.0002276659,0.0002027046,0.000197834],"domain_scores_gemma":[0.9995968,0.00005579022,0.000002828968,0.00008011428,0.0002329964,0.00003149332],"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":[0.0002158144,0.00002066506,0.0001787192,0.0001202287,0.0001266268,1.639884e-7,0.0002133362,0.0008461188,0.9263986,0.0703184,0.0008418623,0.0007194537],"study_design_scores_gemma":[0.0009042606,0.00008206494,0.00011466,0.000176927,0.00005870364,0.000003137615,0.0003461429,0.1376779,0.8530447,0.006526277,0.0008879315,0.0001772558],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9303337,0.000216829,0.06059801,0.003464371,0.0005028196,0.0006524851,0.00007621037,0.0002145207,0.003941006],"genre_scores_gemma":[0.9980807,0.0003425709,0.001001658,0.0001014006,0.00002574531,0.00009293961,0.00000489195,0.00001968974,0.0003304436],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1368318,"threshold_uncertainty_score":0.6668311,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02370144193871877,"score_gpt":0.2319101227426432,"score_spread":0.2082086808039245,"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."}}