{"id":"W4401629469","doi":"10.2514/6.2024-4161","title":"Immersed Boundary Methodology for 3D Multi-Step Ice Accretion Simulations","year":2024,"lang":"en","type":"article","venue":"","topic":"Icing and De-icing Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"Office National d'études et de Recherches Aérospatiales","keywords":"Accretion (finance); Computer science; Boundary (topology); Geology; Computational science; Computer graphics (images); Physics; Astrophysics; Mathematics","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":[0.0001863382,0.00009803348,0.000120713,0.0001580035,0.00007232259,0.00004888164,0.00007554927,0.0001375017,0.00003927341],"category_scores_gemma":[0.0001694072,0.00008840489,0.00005225665,0.0001660717,0.00003132263,0.00008238456,0.00001997805,0.000125909,0.00004435067],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004310453,"about_ca_system_score_gemma":0.0000134785,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003437838,"about_ca_topic_score_gemma":0.00004564788,"domain_scores_codex":[0.999481,0.0000172891,0.0001376024,0.0001425535,0.0000423553,0.0001791826],"domain_scores_gemma":[0.9992097,0.0005849223,0.000007139384,0.0001583986,0.00002336207,0.00001644698],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00002813552,0.0000312495,0.0001581705,0.0007251159,0.0003073,0.00001085245,0.001186253,0.1879338,0.05718403,0.03062476,0.02397484,0.6978356],"study_design_scores_gemma":[0.000160177,0.00002600878,0.0001000678,0.00002468902,0.00002888343,0.000003970201,0.0001858346,0.9389697,0.02190506,0.0013387,0.03713226,0.0001246409],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.007221384,0.0002286354,0.9864993,0.000295175,0.0008600975,0.0001569577,0.00001455759,0.00344776,0.001276137],"genre_scores_gemma":[0.5652221,0.00001362957,0.4340114,0.00004430609,0.00004795289,0.00001861239,0.00001956928,0.00002430199,0.0005981128],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.7510359,"threshold_uncertainty_score":0.3605047,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09504271237327551,"score_gpt":0.3467390210095103,"score_spread":0.2516963086362348,"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."}}