{"id":"W4294704797","doi":"10.31399/asm.cp.itsc2007p0213","title":"Numerical Simulation of Droplet Impact on Patterned Surfaces","year":2007,"lang":"en","type":"article","venue":"Thermal spray","topic":"Fluid Dynamics and Heat Transfer","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; National Research Council Canada; Simulent (Canada)","funders":"","keywords":"Volume of fluid method; Materials science; Drop impact; Mechanics; Surface roughness; Computer simulation; Substrate (aquarium); Finite volume method; Heat transfer; Silicon; Surface finish; Work (physics); Drop (telecommunication); Free surface; Composite material; Mechanical engineering; Breakup; Wetting; Metallurgy; Physics; Engineering","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":[0.0001865935,0.0002891338,0.0005176604,0.0002857603,0.0004079144,0.0004645001,0.0005450438,0.0008182754,0.002487523],"category_scores_gemma":[0.0008155159,0.0001999191,0.0004089976,0.0003304812,0.0005141444,0.0003054855,0.0003938088,0.000335259,0.0001667033],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007741514,"about_ca_system_score_gemma":0.0007237066,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006896728,"about_ca_topic_score_gemma":0.002563399,"domain_scores_codex":[0.9998354,0.00001688717,0.000006604093,0.00002007642,0.00007242888,0.00004865777],"domain_scores_gemma":[0.9996564,0.0001827334,0.00003393477,0.00002987097,0.00006559389,0.00003148829],"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":[0.00006605416,0.00004268956,0.001158067,0.00004959378,0.00001743652,0.0002324559,0.00005921978,0.9755892,0.01868641,0.001710538,0.0001335147,0.00225477],"study_design_scores_gemma":[0.0000127165,0.00002362358,0.0003009491,0.000002196836,0.000002453241,0.00001398753,0.00001345936,0.9956851,0.003613279,0.0001734471,0.0001548601,0.000003976121],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9500418,0.0001438859,0.03817517,0.0001436791,0.00005696236,0.00007433858,0.0002860777,0.0002604109,0.01081767],"genre_scores_gemma":[0.9884398,0.00006684265,0.009509018,0.00002523702,0.000005522877,0.00005516499,0.0001271949,0.00002543418,0.001745757],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006896728,"threshold_uncertainty_score":0.01371318,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008971230562127381,"score_gpt":0.2554887344602681,"score_spread":0.2465175038981407,"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."}}