{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002965354,0.0000311583,0.0000497596,0.00008754057,0.00007190075,0.00005698634,0.001105978,0.00001338861,0.000003839922],"category_scores_gemma":[0.00009727466,0.00001979238,0.00006833869,0.0004279692,0.000006762984,0.0002512063,0.0003481397,0.00006962813,0.00003933385],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001569172,"about_ca_system_score_gemma":0.00002763387,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":2.764461e-7,"about_ca_topic_score_gemma":1.20661e-7,"domain_scores_codex":[0.9994785,0.00004622037,0.0001355526,0.00004557686,0.0002344829,0.0000597328],"domain_scores_gemma":[0.9993653,0.00005287411,0.0001155576,0.0003448448,0.00009767058,0.00002376741],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00003350118,0.0001394946,0.001557934,0.00002354358,0.0001211901,0.00007122051,0.001773294,0.5094684,0.2310798,0.03622077,0.126891,0.09261982],"study_design_scores_gemma":[0.001100239,0.0002435223,0.1894993,0.0001087475,0.00003096958,0.0007389276,0.00004576349,0.3331654,0.05717807,0.385368,0.0322721,0.0002490196],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7626821,0.0000485801,0.2154901,0.02012893,0.001458283,0.00003543749,4.024007e-7,0.00001991568,0.0001362894],"genre_scores_gemma":[0.9836248,0.000006256735,0.01540504,0.000442415,0.0002297446,3.264031e-7,4.243165e-7,0.000001828835,0.0002891949],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3491473,"threshold_uncertainty_score":0.20552,"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."}}