{"id":"W2384311130","doi":"","title":"A Task Scheduling Arithmetic of \"Retreat in Order to Advance\" based on Ant Colony Arithmetic","year":2009,"lang":"en","type":"article","venue":"Microcomputer applications","topic":"Distributed and Parallel Computing Systems","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Arithmetic; Saturation arithmetic; Computer science; Scheduling (production processes); Arbitrary-precision arithmetic; Affine arithmetic; Algorithm; Mathematical optimization; Mathematics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002626696,0.0002288064,0.0003448657,0.0003961799,0.0001005883,0.0001152163,0.001063572,0.00007908913,0.00000210632],"category_scores_gemma":[0.000007587374,0.0002311094,0.00006531701,0.002855804,0.00002823263,0.0000952195,0.0001108737,0.0001812697,0.0000847082],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009850879,"about_ca_system_score_gemma":0.000142025,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002772126,"about_ca_topic_score_gemma":0.000007452513,"domain_scores_codex":[0.9981434,0.00007203362,0.0005076115,0.0006501123,0.0002415008,0.0003853639],"domain_scores_gemma":[0.9985244,0.0001526722,0.0001470068,0.0007717769,0.0002665023,0.0001376169],"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":[0.00003078101,0.001791842,0.001173088,0.00009463457,0.0000238014,0.00002149846,0.000864761,0.5650123,0.01005914,0.02705066,0.001491827,0.3923857],"study_design_scores_gemma":[0.001349574,0.000526976,0.01079446,0.0003323954,0.00001182582,0.00002536977,0.00001254344,0.9037463,0.001989379,0.002143205,0.07847367,0.0005942829],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.007614688,0.00009110329,0.9889378,0.00156536,0.0000429986,0.0009210838,0.00001582306,0.000151688,0.0006594363],"genre_scores_gemma":[0.548325,0.000001347909,0.4504985,0.0009783959,0.00004822656,0.00009539227,0.00001597329,0.000007293631,0.00002989319],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.5407103,"threshold_uncertainty_score":0.9424369,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006584086122862525,"score_gpt":0.2506009271929936,"score_spread":0.2440168410701311,"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."}}