{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009547431,0.001586707,0.001073715,0.000818963,0.00090082,0.002976522,0.003488589,0.00198954,0.06096582],"category_scores_gemma":[0.002891636,0.0007737532,0.001563173,0.00111061,0.0008271064,0.002986941,0.004423768,0.002215127,0.03143989],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007567598,"about_ca_system_score_gemma":0.001270866,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009638729,"about_ca_topic_score_gemma":0.001963789,"domain_scores_codex":[0.9988715,0.0001684051,0.00006926592,0.0002820402,0.0004507285,0.0001580143],"domain_scores_gemma":[0.9991274,0.0002331906,0.0000565692,0.0003481009,0.0001585482,0.00007617316],"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":[0.0004431268,0.0002574552,0.001620547,0.001022123,0.0001343104,0.000511664,0.0002132601,0.1015727,0.01483854,0.1506404,0.2551884,0.4735576],"study_design_scores_gemma":[0.0001075943,0.0001770144,0.0004510468,0.00009796421,0.00004645608,0.0009402756,0.0001170268,0.3755153,0.01748551,0.1177259,0.487264,0.00007182767],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.004509036,0.0007008208,0.9167368,0.0006003314,0.0003679144,0.0002037437,0.002323,0.02433449,0.05022384],"genre_scores_gemma":[0.08545452,0.001387036,0.8279425,0.001224915,0.0001798328,0.0006497866,0.009121778,0.008724351,0.06531522],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.06096582,"threshold_uncertainty_score":0,"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."}}