{"id":"W3205617095","doi":"10.1145/3638349","title":"Faster Modular Composition","year":2023,"lang":"en","type":"article","venue":"Journal of the ACM","topic":"Computational Geometry and Mesh Generation","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Composition (language); Modular design; Computer science; Programming language; Art; Literature","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":[0.0009801128,0.001161538,0.001117742,0.001418173,0.001162533,0.001450033,0.001587576,0.00060764,0.02852446],"category_scores_gemma":[0.002883585,0.0005350618,0.00118681,0.0008606715,0.001004247,0.003047984,0.003538041,0.001389101,0.00795351],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009316289,"about_ca_system_score_gemma":0.001239766,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001331127,"about_ca_topic_score_gemma":0.001705145,"domain_scores_codex":[0.9988631,0.0001419828,0.00006278517,0.0002635159,0.0004530429,0.0002156394],"domain_scores_gemma":[0.9990203,0.0002598515,0.00006546718,0.0003376266,0.0002493749,0.0000673071],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000644688,0.0002537649,0.001288155,0.0003006104,0.00008462385,0.0003552022,0.0004152663,0.03326552,0.0385077,0.2475311,0.01807071,0.6592827],"study_design_scores_gemma":[0.0005617617,0.0005112304,0.0006420907,0.0001128003,0.000113941,0.0009172279,0.0003350786,0.4298988,0.06981464,0.3901928,0.1067945,0.0001050835],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.02217336,0.000229908,0.9528154,0.0002965918,0.0002846136,0.0001622541,0.0001056807,0.007306858,0.01662533],"genre_scores_gemma":[0.2694031,0.0002689542,0.7075372,0.0002752166,0.000244503,0.0002513589,0.0006051562,0.001661798,0.01975271],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.02852446,"threshold_uncertainty_score":0.09542382,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02384489368952299,"score_gpt":0.2608103621926193,"score_spread":0.2369654685030964,"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."}}