{"id":"W3107258788","doi":"10.1145/3414685.3417798","title":"Monolith","year":2020,"lang":"en","type":"article","venue":"ACM Transactions on Graphics","topic":"Adhesion, Friction, and Surface Interactions","field":"Engineering","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Inviscid flow; Solver; Linear complementarity problem; Computer science; Slip (aerodynamics); Newtonian fluid; Minification; Viscosity; Monolith; Mathematical optimization; Mechanics; Materials science; Algorithm; Mathematics; Physics; Chemistry; Thermodynamics; Composite material","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0003976428,0.0006995944,0.0005424835,0.00048892,0.0006404381,0.002007594,0.002143623,0.001194102,0.04356196],"category_scores_gemma":[0.00108956,0.0005173733,0.0007896902,0.0004305103,0.0004428301,0.001702587,0.00265231,0.001257292,0.01165368],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005452473,"about_ca_system_score_gemma":0.001619098,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002635359,"about_ca_topic_score_gemma":0.00470747,"domain_scores_codex":[0.9995459,0.00004917574,0.00002361605,0.00009376368,0.0002172814,0.00007017112],"domain_scores_gemma":[0.9996915,0.0000510073,0.00002485227,0.00009355607,0.00009937134,0.00003968602],"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":[0.0002383271,0.0002232201,0.002158678,0.0006925055,0.0001303895,0.000440232,0.0002790289,0.1432986,0.02846826,0.310497,0.1601128,0.3534609],"study_design_scores_gemma":[0.00008790947,0.00007777318,0.000418617,0.00007706542,0.00003468427,0.0002772714,0.00006256179,0.6407865,0.014115,0.0405992,0.3034206,0.00004280041],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.008867761,0.0006651554,0.8802115,0.0007318461,0.0005623365,0.0001821697,0.001578843,0.01430336,0.09289702],"genre_scores_gemma":[0.1848148,0.001187131,0.7045686,0.001276591,0.0002676886,0.0005658309,0.006482487,0.005962512,0.09487435],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04356196,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02543811302523735,"score_gpt":0.2218710829785127,"score_spread":0.1964329699532753,"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."}}