{"id":"W1907633005","doi":"10.1007/s12532-015-0091-5","title":"Communication protocols for options and results in a distributed optimization environment","year":2015,"lang":"en","type":"article","venue":"Mathematical Programming Computation","topic":"Distributed and Parallel Computing Systems","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Solver; Computer science; Theory of computation; Generator (circuit theory); Software; Representation (politics); Integer programming; Mathematical optimization; Nonlinear programming; Theoretical computer science; Distributed computing; Parallel computing; Nonlinear system; Programming language; Algorithm; Mathematics; Power (physics)","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":[],"consensus_categories":[],"category_scores_codex":[0.001374377,0.000124707,0.0001868449,0.00007980022,0.0001016237,0.0003123907,0.0002752486,0.00006776048,3.380628e-7],"category_scores_gemma":[0.0003073005,0.0001205086,0.00003064435,0.0002460959,0.00004573438,0.0002523091,0.0001363861,0.00008282321,0.000007361544],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009640145,"about_ca_system_score_gemma":0.00003566142,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006215998,"about_ca_topic_score_gemma":9.374796e-7,"domain_scores_codex":[0.9985471,0.0001522101,0.0005772483,0.0002952501,0.0002168175,0.00021141],"domain_scores_gemma":[0.9990045,0.0002902796,0.000207241,0.0002922645,0.00009632949,0.0001093454],"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":[0.00004369671,0.0004762619,0.00005808187,0.0001355609,0.00001378844,0.000001678859,0.002261743,0.9005988,0.0000032125,0.05913436,0.0003438462,0.036929],"study_design_scores_gemma":[0.001314137,0.0001511968,0.00007819395,0.0001185951,0.000004618321,0.000009859418,0.0000711651,0.9618961,0.000004460778,0.03406865,0.002151301,0.0001317458],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0004934177,0.00003488767,0.9925005,0.0008308348,0.00002306759,0.00581688,0.00001042282,0.0001684822,0.0001214424],"genre_scores_gemma":[0.2756293,0.000001058533,0.7217579,0.00001187787,0.00001467653,0.002326746,0.000238183,0.000007800091,0.00001249343],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.2751358,"threshold_uncertainty_score":0.4914198,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06033538304376564,"score_gpt":0.320157506209477,"score_spread":0.2598221231657114,"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."}}