{"id":"W3038414891","doi":"10.3390/fluids5030107","title":"An Introduction of Droplet Impact Dynamics to Engineering Students","year":2020,"lang":"en","type":"article","venue":"Fluids","topic":"Fluid Dynamics and Heat Transfer","field":"Engineering","cited_by":100,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"California State University Long Beach","keywords":"Dynamics (music); Scope (computer science); Solid surface; Wetting; Heat transfer; Mechanics; Focus (optics); Computer science; Mechanical engineering; Simulation; Aerospace engineering; Environmental science; Physics; Engineering; Thermodynamics; Optics; Chemical 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00005581403,0.0001202635,0.0001618721,0.00006707777,0.00001263283,0.00002292025,0.000171708,0.00004853792,0.00006965225],"category_scores_gemma":[0.000008964859,0.0001248284,0.00005057868,0.0002237718,0.000005262134,0.00009364023,0.00001484805,0.00009852077,0.00002156217],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008301886,"about_ca_system_score_gemma":0.000006506866,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001401227,"about_ca_topic_score_gemma":0.000008356579,"domain_scores_codex":[0.9993595,0.000004955518,0.000171841,0.0001369835,0.0001568889,0.0001697568],"domain_scores_gemma":[0.9996241,0.000004721723,0.000002830008,0.0001685425,0.00002816815,0.0001716697],"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":[0.00001763613,0.00003019295,0.005503563,0.00009106217,0.00005954477,0.000002638657,0.00064282,0.6512926,0.3381936,0.001825944,0.001630518,0.0007099317],"study_design_scores_gemma":[0.0001754129,0.0002435611,0.02011767,0.000005816548,0.0000131312,0.000001534156,0.00002025985,0.9756379,0.002988656,0.000004780078,0.0006404007,0.0001509423],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.855224,0.00002711463,0.143858,0.0003081018,0.000205593,0.0001045601,0.00004561697,0.0001783241,0.00004871772],"genre_scores_gemma":[0.9982863,0.00001267564,0.001244139,0.00003792579,0.0003136835,0.000005256374,0.00005276678,0.00004109149,0.000006179009],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3352049,"threshold_uncertainty_score":0.5090355,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005094154460714419,"score_gpt":0.2320838342114881,"score_spread":0.2269896797507737,"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."}}