{"id":"W4400573507","doi":"10.1145/3641519.3657468","title":"Fluid Control with Laplacian Eigenfunctions","year":2024,"lang":"en","type":"article","venue":"","topic":"Computer Graphics and Visualization Techniques","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Eigenfunction; Laplace operator; Computer science; Mathematics; Physics; Mathematical analysis; Eigenvalues and eigenvectors","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":[0.00009871554,0.00007374582,0.00006326424,0.000161885,0.00007474459,0.0004169086,0.0002596821,0.00002404496,0.00004194673],"category_scores_gemma":[0.000001744995,0.0000517382,0.00003579606,0.0005914146,0.0000177767,0.0003046916,0.00004514198,0.00005384995,0.00004138294],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001019166,"about_ca_system_score_gemma":0.00005049371,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001338734,"about_ca_topic_score_gemma":0.00001306148,"domain_scores_codex":[0.9994205,0.0000160633,0.00009079974,0.0002307365,0.0001278166,0.0001140565],"domain_scores_gemma":[0.9995908,0.00003745722,0.000008974991,0.0002595684,0.00005362802,0.00004959769],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[7.497046e-7,0.00001073226,0.0001033544,0.000004888494,0.00001487681,0.000008433721,0.00006298535,0.000005351183,0.00004909064,0.9849392,0.005926629,0.008873771],"study_design_scores_gemma":[0.000134095,0.0001939696,0.000312708,0.00003009156,0.000006766845,0.0000320572,0.000004868542,0.8040047,0.001385993,0.01474385,0.178984,0.0001669209],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.000222744,0.0001447426,0.9888912,0.0007935007,0.0002157457,0.00009310583,0.000001127577,0.001666647,0.007971209],"genre_scores_gemma":[0.9806858,0.00001779185,0.01728601,0.0008756276,0.00005913189,0.00002266741,0.000001588238,0.000007934883,0.001043442],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9804631,"threshold_uncertainty_score":0.4020259,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009588795132254947,"score_gpt":0.253483581165893,"score_spread":0.243894786033638,"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."}}