{"id":"W7082398150","doi":"10.1016/j.oceaneng.2025.122868","title":"Simulation of oil spreading flows in water by mesh-free improved EI-MPS method","year":2025,"lang":"en","type":"article","venue":"Ocean Engineering","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Flow (mathematics); Computer simulation; Computational fluid dynamics; Oil production; Petroleum","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":[0.0001942763,0.0004946348,0.0004646079,0.0003476998,0.0002926499,0.0003656102,0.000951643,0.0007522678,0.001503016],"category_scores_gemma":[0.0006223248,0.0002844911,0.0004753393,0.0003406571,0.0004150071,0.0004623737,0.0004855465,0.0004027214,0.0001613505],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003458918,"about_ca_system_score_gemma":0.0007793817,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009541636,"about_ca_topic_score_gemma":0.003787035,"domain_scores_codex":[0.9999071,0.00001971998,0.000005782656,0.00001296416,0.00003390873,0.00002044126],"domain_scores_gemma":[0.9997987,0.00008534668,0.00002573051,0.00001718242,0.00005325032,0.00001977419],"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":[0.00005346462,0.00003293546,0.001243919,0.00005662289,0.00001899216,0.0001382341,0.00004600911,0.9817347,0.008152063,0.002040983,0.0002015372,0.00628057],"study_design_scores_gemma":[0.000004843267,0.000007086984,0.00007821184,0.000001206044,0.000001295383,0.000004706452,0.000003953321,0.9992523,0.0004336876,0.0001081546,0.0001028441,0.000001731285],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5187313,0.000437825,0.4651694,0.0003083826,0.0001323702,0.0001415533,0.0004607542,0.0009858299,0.01363255],"genre_scores_gemma":[0.9113153,0.0001842375,0.08520396,0.00005012584,0.00001640488,0.0001488417,0.0002139244,0.00007303513,0.002794101],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009541636,"threshold_uncertainty_score":0.01897216,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005242122296405826,"score_gpt":0.2163306124377991,"score_spread":0.2110884901413932,"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."}}