{"id":"W4378839621","doi":"10.1016/j.eswa.2023.120548","title":"Efficient 2D irregular layout by vector superposition NFP and mixed-integer programming","year":2023,"lang":"en","type":"article","venue":"Expert Systems with Applications","topic":"Optimization and Packing Problems","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba","funders":"Natural Science Foundation of Hebei Province; National Natural Science Foundation of China","keywords":"Polygon (computer graphics); Mathematical optimization; Integer programming; Superposition principle; Computer science; Process (computing); Integer (computer science); Algorithm; Scale (ratio); Mathematics","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":[0.0006088037,0.00100654,0.001298861,0.0008092383,0.0005016587,0.001295157,0.001307262,0.0009762857,0.008431139],"category_scores_gemma":[0.002324666,0.0007771123,0.0009219662,0.001827204,0.0005191388,0.001703828,0.001289974,0.001045262,0.00103431],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008917422,"about_ca_system_score_gemma":0.001100745,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003949226,"about_ca_topic_score_gemma":0.006932218,"domain_scores_codex":[0.999421,0.0002093239,0.00002114454,0.0000682317,0.0001989998,0.00008143138],"domain_scores_gemma":[0.9990901,0.0005660781,0.0000762288,0.0001109991,0.0001184618,0.00003812765],"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":[0.00005874625,0.00005502209,0.0002045609,0.00008808552,0.00002214544,0.00004759327,0.00003323556,0.9203489,0.001323975,0.01795117,0.003066621,0.05679988],"study_design_scores_gemma":[0.000003978548,0.000009073214,0.00001875213,0.000003439399,0.000001688284,0.000008724667,0.000005080485,0.9945843,0.0001955083,0.004708911,0.0004582735,0.000002376008],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01146575,0.0002294993,0.9779207,0.0001440508,0.00007188843,0.00004784302,0.0001474616,0.0006435486,0.009329331],"genre_scores_gemma":[0.2747832,0.0002127252,0.717334,0.0001750843,0.00005627616,0.0002116226,0.0003732108,0.0004214697,0.00643236],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008431139,"threshold_uncertainty_score":0.02820498,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007172957108885354,"score_gpt":0.2136383168566729,"score_spread":0.2064653597477876,"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."}}