{"id":"W2368270781","doi":"10.1631/jzus.2007.a1944","title":"Layer-layout-based heuristics for loading homogeneous items into a single container","year":2007,"lang":"en","type":"article","venue":"Journal of Zhejiang University. Science A","topic":"Optimization and Packing Problems","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor","funders":"","keywords":"Heuristics; Container (type theory); Heuristic; Layer (electronics); Computer science; Packing problems; Computation; Block (permutation group theory); Homogeneous; Face (sociological concept); Mathematical optimization; Algorithm; Mathematics; Artificial intelligence; Engineering; Materials science; Mechanical engineering; Geometry; Operating system","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":[0.0006435377,0.0009370043,0.001078577,0.0008779191,0.0005496856,0.0009152636,0.001134147,0.0006846804,0.003374634],"category_scores_gemma":[0.001511544,0.0007846342,0.000676182,0.001219496,0.0004682147,0.00154808,0.001099308,0.0004683584,0.0007105038],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008783357,"about_ca_system_score_gemma":0.001341851,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004134702,"about_ca_topic_score_gemma":0.005383118,"domain_scores_codex":[0.9996618,0.000104316,0.00002615659,0.00005041122,0.00007000039,0.00008740075],"domain_scores_gemma":[0.9992772,0.0003585134,0.0001085374,0.0001170929,0.00007988203,0.00005878924],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002986736,0.000110261,0.001132452,0.0002290213,0.00006737061,0.0001468938,0.0001266509,0.8668579,0.009199565,0.008587971,0.003386044,0.1098572],"study_design_scores_gemma":[0.00003939178,0.00008367793,0.0002599476,0.00001318965,0.00002064126,0.00004348587,0.00003882844,0.9922343,0.002730919,0.003075544,0.001441726,0.00001824231],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0681951,0.0005906684,0.9256362,0.0001034751,0.00005157732,0.0002507913,0.0001473355,0.001165058,0.003859744],"genre_scores_gemma":[0.2773078,0.0003828581,0.7197069,0.00006896341,0.00001530673,0.0002127444,0.0003371845,0.0001665033,0.001801652],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004134702,"threshold_uncertainty_score":0.0112893,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01660040312727486,"score_gpt":0.2267760340968479,"score_spread":0.2101756309695731,"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."}}