{"id":"W1489094215","doi":"","title":"A branch and price approach for optimal regenerator placement in translucent networks","year":2011,"lang":"en","type":"article","venue":"Optical Network Design and Modelling","topic":"Advanced Optical Network Technologies","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor","funders":"","keywords":"Regenerative heat exchanger; Computer science; Node (physics); Arc (geometry); SIGNAL (programming language); Computer network; Mathematical optimization; Engineering; 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":[0.002057462,0.001617755,0.002007373,0.001352109,0.0007840732,0.001877793,0.001776256,0.001962101,0.01473289],"category_scores_gemma":[0.00377748,0.001194229,0.0009472183,0.001912465,0.001085151,0.002132201,0.0009703865,0.002072175,0.001290881],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002407466,"about_ca_system_score_gemma":0.002704777,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007777319,"about_ca_topic_score_gemma":0.009092114,"domain_scores_codex":[0.9993844,0.0002417095,0.00002114735,0.0000915779,0.0001642825,0.0000967713],"domain_scores_gemma":[0.9981682,0.00144865,0.0001020305,0.00004243577,0.0001592587,0.00007951141],"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":[0.00004519134,0.00003226653,0.00008477281,0.00008497216,0.00001728378,0.00005944262,0.00003154506,0.9592435,0.0004263387,0.02117725,0.001494915,0.01730256],"study_design_scores_gemma":[0.00001384715,0.00001700516,0.00001787876,0.000008636644,0.000005090763,0.0000103272,0.000009806585,0.9887607,0.0001804499,0.01016216,0.0008099701,0.00000426751],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.006625473,0.0004350183,0.9858131,0.0002910204,0.0000631933,0.0001220882,0.0001037385,0.0001738359,0.006372567],"genre_scores_gemma":[0.2210536,0.001274613,0.7624066,0.000250433,0.0001347043,0.0006585631,0.0003124367,0.0003765494,0.01353241],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01473289,"threshold_uncertainty_score":0.04928643,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03908209213512495,"score_gpt":0.2100806683123838,"score_spread":0.1709985761772588,"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."}}