{"id":"W2078387316","doi":"10.1117/12.579373","title":"Performance of protected working capacity envelopes based on p -Cycles: fast, simple, and scalable dynamic service provisioning of survivable services","year":2005,"lang":"en","type":"article","venue":"Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE","topic":"Advanced Optical Network Technologies","field":"Engineering","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Computer science; Provisioning; Backup; Scalability; Computer network; Spare part; Distributed computing; Path (computing); Database","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":[0.0004314465,0.0003638861,0.0005483475,0.000158358,0.00007543116,0.00004589872,0.000780205,0.0002436254,0.000005636519],"category_scores_gemma":[0.0001966325,0.0003171921,0.0002083206,0.0006199374,0.0002339032,0.0005409521,0.0001722713,0.0004079613,5.522929e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001447813,"about_ca_system_score_gemma":0.00001828684,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000101117,"about_ca_topic_score_gemma":0.000001319453,"domain_scores_codex":[0.9978617,3.248827e-8,0.0007801454,0.0003425771,0.0005771419,0.0004383597],"domain_scores_gemma":[0.9983052,0.0002021533,0.0003438444,0.00009299997,0.0009749235,0.00008087677],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002384016,0.000190789,0.003876526,0.006904542,0.0004034929,6.288057e-8,0.0003070151,0.1953791,0.7549912,0.0306295,0.00006845363,0.007010974],"study_design_scores_gemma":[0.0006040052,0.0002293214,0.001937899,0.001188756,0.00005473956,0.000002547966,0.0004946684,0.8638801,0.1308503,0.0002571401,0.0002234045,0.0002771564],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975237,0.0001018675,0.000196217,0.0003617622,0.00005490508,0.0006336764,0.00002943833,0.0002186819,0.0008797753],"genre_scores_gemma":[0.7445616,0.00009493755,0.2551155,0.0000245683,0.00005385125,0.00008037678,0.000004587647,0.00005284537,0.00001183002],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.668501,"threshold_uncertainty_score":0.999928,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008505876026860364,"score_gpt":0.2055440797996219,"score_spread":0.1970382037727616,"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."}}