{"id":"W1967724669","doi":"10.1145/2816795.2818087","title":"Dapper","year":2015,"lang":"en","type":"article","venue":"ACM Transactions on Graphics","topic":"Optimization and Packing Problems","field":"Engineering","cited_by":111,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"Science and Technology Planning Project of Guangdong Province; Israel Science Foundation; National Natural Science Foundation of China","keywords":"Computer science; 3D printing; Decomposition; Volume (thermodynamics); Key (lock); Simulated annealing; Container (type theory); Object (grammar); Pruning; Algorithm; Focus (optics); Mathematical optimization; Mathematics; Mechanical engineering; Artificial intelligence; Engineering","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":[0.00006657239,0.00007902418,0.00006043779,0.0001218042,0.00004588729,0.00002200849,0.0001127268,0.0000659318,0.00007562261],"category_scores_gemma":[0.000007427565,0.00008022969,0.00004072538,0.0003086033,0.00002043285,0.00007899466,7.908698e-7,0.0001579551,0.0001115441],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001470486,"about_ca_system_score_gemma":0.00001016335,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004002153,"about_ca_topic_score_gemma":0.00001617304,"domain_scores_codex":[0.999607,0.000009491776,0.00008845848,0.00007625757,0.0001084716,0.0001102984],"domain_scores_gemma":[0.9995715,0.00002279039,0.000006187951,0.000272643,0.00003569489,0.00009117139],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000007050181,0.00005361536,0.000132445,0.00001782913,0.00005071896,0.000001788939,0.0005834733,0.9821044,0.00005247758,0.001639105,0.004624448,0.0107326],"study_design_scores_gemma":[0.003159519,0.0003663152,0.0007153559,0.0001131112,0.0001341749,0.00005072229,0.0005358637,0.3231184,0.006683665,0.02532448,0.6383218,0.001476618],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.003737856,0.0001292838,0.9792965,0.0006625655,0.001035281,0.0001125313,0.00001586541,0.0009282569,0.01408186],"genre_scores_gemma":[0.9926414,0.0001743741,0.006482323,0.0003006117,0.00002253358,0.00001360079,0.00000682572,0.00002968837,0.0003285979],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9889036,"threshold_uncertainty_score":0.3271672,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0425676426562453,"score_gpt":0.2401329803532276,"score_spread":0.1975653376969823,"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."}}