{"id":"W2324560769","doi":"10.2514/6.iac-03-j.4.07","title":"Marangoni Convection in a Liquid Layer Overlying a Porous Layer with Evaporation at the Free Surfac","year":2003,"lang":"en","type":"article","venue":"54th International Astronautical Congress of the International Astronautical Federation, the International Academy of Astronautics, and the International Institute of Space Law","topic":"Fluid Dynamics and Thin Films","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Marangoni effect; Layer (electronics); Evaporation; Porosity; Convection; Materials science; Chemical engineering; Meteorology; Composite material; 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":[0.0001909555,0.0003905692,0.0004654861,0.0004435401,0.0008783449,0.001598702,0.000533803,0.0006977551,0.0008686379],"category_scores_gemma":[0.0008832226,0.0003682774,0.0003336409,0.0002145281,0.001160982,0.001348588,0.0009610384,0.0006037675,0.0001126252],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006205492,"about_ca_system_score_gemma":0.0003990331,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002248665,"about_ca_topic_score_gemma":0.001094963,"domain_scores_codex":[0.9999019,0.00001219195,0.000006163192,0.00002672386,0.00001864836,0.00003435681],"domain_scores_gemma":[0.9996985,0.0001098241,0.00006120061,0.00002301809,0.00002773881,0.00007965684],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.002263148,0.0004954704,0.012467,0.0003440119,0.0002184726,0.004598548,0.000724719,0.1518527,0.7483494,0.06561305,0.001429107,0.0116443],"study_design_scores_gemma":[0.0003516545,0.0005456497,0.01204793,0.00002544897,0.00008338605,0.0006294793,0.0002760586,0.862973,0.1105319,0.01102021,0.00139731,0.0001179546],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9900215,0.0004049185,0.006203667,0.0002644093,0.0000634994,0.00002429365,0.00004610415,0.00005525527,0.002916333],"genre_scores_gemma":[0.9972621,0.00006868188,0.001118576,0.00002501679,0.00002085041,0.000006273576,0.00002835874,0.000008958527,0.001461182],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002248665,"threshold_uncertainty_score":0.004502356,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01345833293343104,"score_gpt":0.2325464031919483,"score_spread":0.2190880702585172,"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."}}