{"id":"W4311805945","doi":"10.1145/3550454.3555513","title":"Declarative Specification for Unstructured Mesh Editing Algorithms","year":2022,"lang":"en","type":"article","venue":"ACM Transactions on Graphics","topic":"Computer Graphics and Visualization Techniques","field":"Computer Science","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"National Science Foundation","keywords":"Computer science; Abstraction; Parallel computing; Personalization; Algorithm; Programming language; Theoretical computer science","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":[0.003362542,0.001106269,0.000762724,0.0008292157,0.0006796052,0.003184984,0.00390194,0.001148393,0.002076918],"category_scores_gemma":[0.004274274,0.000818585,0.001612729,0.0009414994,0.001701392,0.002913658,0.002151461,0.002991077,0.001226457],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006997798,"about_ca_system_score_gemma":0.001708827,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001637908,"about_ca_topic_score_gemma":0.002017481,"domain_scores_codex":[0.9972093,0.0004728641,0.0005237844,0.0003321501,0.001236876,0.0002250346],"domain_scores_gemma":[0.9973253,0.0008210406,0.000245578,0.0009298366,0.0005839337,0.00009418758],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00008813932,0.00008907092,0.0009480588,0.0005200839,0.00007149464,0.0003808434,0.0009562885,0.07025833,0.01799257,0.8346217,0.006838051,0.06723529],"study_design_scores_gemma":[0.00006385367,0.0001106468,0.0003920845,0.0001814842,0.000128173,0.00068002,0.0001948711,0.4711491,0.03897055,0.2874837,0.2005698,0.00007568773],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0008155919,0.00005316985,0.997148,0.00004001669,0.00001596059,0.00003067586,0.0001085981,0.001003924,0.0007840314],"genre_scores_gemma":[0.0437825,0.0002970549,0.9513035,0.0001570441,0.00005398984,0.0003107399,0.0008951877,0.0009761089,0.002223755],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00390194,"threshold_uncertainty_score":0.01778299,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04083899871075677,"score_gpt":0.3032112564332217,"score_spread":0.262372257722465,"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."}}