{"id":"W4399828452","doi":"10.32920/26052688","title":"Solving Binary Integer Programing Problems With Balas' Additive Algorithm Using Graphics Processing Units","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Scheduling and Optimization Algorithms","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University; York University","funders":"","keywords":"Integer (computer science); Graphics; Binary number; Integer programming; Computer science; Algorithm; Arithmetic; Computer graphics (images); Mathematics; Programming language","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003284657,0.0007780246,0.0005581094,0.0006975729,0.0002039837,0.0008052347,0.0003379351,0.000567684,0.00004943613],"category_scores_gemma":[0.00003852339,0.0006747499,0.0001156435,0.001645018,0.0001386932,0.000220015,0.0005234001,0.002218929,0.00001698655],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002483051,"about_ca_system_score_gemma":0.0004497764,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006793578,"about_ca_topic_score_gemma":0.0000173048,"domain_scores_codex":[0.9973654,0.00004418014,0.0005972037,0.0008130147,0.0005165219,0.0006636869],"domain_scores_gemma":[0.9985709,0.00006066294,0.0001436093,0.0003960741,0.0006315324,0.0001971765],"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":[0.000003832869,0.00003682449,0.00001760435,0.001782325,0.0003064797,0.00007681101,0.001708291,0.9159931,0.00002779663,0.0001050645,0.0001122914,0.07982957],"study_design_scores_gemma":[0.0001997745,0.00004700589,0.000005718244,0.005114984,0.0002144458,0.00006754795,0.001007583,0.9914066,0.0002661573,0.0003768772,0.0003630409,0.0009303192],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.009847259,0.005881997,0.9691648,0.00008539846,0.001954381,0.001500248,0.0001396687,0.005977938,0.005448232],"genre_scores_gemma":[0.1120981,0.0003207165,0.8848974,0.00007244471,0.000687239,0.0003138153,0.0005479933,0.0005683247,0.0004940511],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.1022508,"threshold_uncertainty_score":0.9995704,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02114256239108155,"score_gpt":0.2407289175589777,"score_spread":0.2195863551678962,"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."}}