{"id":"W2105882651","doi":"10.1109/icumt.2009.5345635","title":"A global approach to fully pre-cross connected protection schemes design using p-structures","year":2009,"lang":"en","type":"article","venue":"","topic":"Advanced Optical Network Technologies","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Spare part; Computer science; Provisioning; Flexibility (engineering); Distributed computing; A priori and a posteriori; Division (mathematics); Process (computing); Topology (electrical circuits); Computer network; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00004988657,0.0001884971,0.0001625589,0.00004886906,0.00006915573,0.00006274426,0.0001725783,0.0001707107,0.000007685656],"category_scores_gemma":[0.000116376,0.0001689434,0.00003092659,0.0005630784,0.0000401355,0.0001498061,0.00003287497,0.0001397923,0.000004808636],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001573191,"about_ca_system_score_gemma":0.000008530953,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005319713,"about_ca_topic_score_gemma":0.00000146657,"domain_scores_codex":[0.9990937,0.00001155687,0.0001731208,0.0002390671,0.0001221025,0.0003604674],"domain_scores_gemma":[0.9996316,0.00001315423,0.00001652649,0.0002298581,0.00004429819,0.00006454989],"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":[0.0000344541,0.00001246645,0.00005819631,0.00001175984,0.00001365919,0.000001196709,0.00001408227,0.9609501,0.006206964,0.007656382,0.00008391014,0.0249568],"study_design_scores_gemma":[0.0003104498,0.0001556865,0.0068398,0.00001762768,0.00001095383,0.00004370378,0.00003728952,0.9563982,0.01270711,0.02259506,0.0004494977,0.0004345627],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2107066,0.0000695563,0.7845517,0.00001956381,0.00005717437,0.0005380642,0.000001514501,0.002386156,0.001669701],"genre_scores_gemma":[0.5350452,0.000001445368,0.4648591,0.00002617793,0.00003054209,0.00001601959,8.434405e-7,0.000009189494,0.00001152662],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.3243386,"threshold_uncertainty_score":0.6889314,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02834867159568507,"score_gpt":0.2691339451686782,"score_spread":0.2407852735729931,"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."}}