{"id":"W2319539704","doi":"10.2514/6.2016-1594","title":"Adaptive simulation of gas-liquid interfacial flows with surface tension","year":2016,"lang":"en","type":"article","venue":"54th AIAA Aerospace Sciences Meeting","topic":"Fluid Dynamics and Heat Transfer","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Defence Research and Development Canada","funders":"","keywords":"Surface tension; Materials science; Surface (topology); Mechanics; Computer science; Thermodynamics; Physics; Mathematics; Geometry","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004132192,0.0001574959,0.0001937993,0.0000632614,0.0001319839,0.0000255375,0.0001689626,0.00005902885,0.0000314283],"category_scores_gemma":[0.00003541297,0.00009885184,0.00004046582,0.000329951,0.000237628,0.0002782976,0.00002729005,0.00007429924,0.00001245441],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005048862,"about_ca_system_score_gemma":0.0000347772,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004099416,"about_ca_topic_score_gemma":0.0001799382,"domain_scores_codex":[0.9988402,0.00002455493,0.0002142061,0.0002532699,0.000338112,0.0003297271],"domain_scores_gemma":[0.9995148,0.0001438792,0.00003197713,0.0001339405,0.0001043983,0.00007104162],"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":[0.00004954363,0.000006457148,0.0009216137,0.00001404031,0.000006773906,8.571566e-7,0.0003301452,0.6953658,0.3023989,0.0003409489,0.00001182934,0.0005531044],"study_design_scores_gemma":[0.0003519274,0.0004728331,0.0002733384,0.0003914459,0.00001071851,0.000001533563,0.0002048901,0.9542214,0.04378365,0.00004202465,0.00004621727,0.000199995],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9179111,0.00008773539,0.0792571,0.0001673034,0.0001999614,0.0001373964,0.000008033859,0.0001129668,0.002118418],"genre_scores_gemma":[0.9944204,0.00003510174,0.005447612,0.00001200036,0.00003860614,0.000002042113,5.481457e-7,0.00001931225,0.00002439109],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2588556,"threshold_uncertainty_score":0.4031061,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01460197979949406,"score_gpt":0.2227489494555754,"score_spread":0.2081469696560813,"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."}}