{"id":"W7010421842","doi":"","title":"Integrated mechanisms for QoS and restoration in mesh transport networks / by Ming Gong.","year":2007,"lang":"en","type":"dissertation","venue":"Knowledge Commons (Lakehead University)","topic":"Advanced Optical Network Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Northern Ontario Academic Medicine Association; Canadian Heritage","funders":"","keywords":"Quality of service; Spare part; Survivability; Resilience (materials science); Network packet; Service (business); Focus (optics); Interconnectivity","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":[0.0001313552,0.000395859,0.0004711726,0.0007251828,0.0001300967,0.00001983428,0.0003155648,0.0008799741,0.000005875444],"category_scores_gemma":[0.00003354253,0.0004941609,0.00008660124,0.00102885,0.00006788602,0.0002157236,0.00002309473,0.0007562416,0.000002477247],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004011401,"about_ca_system_score_gemma":0.00003934294,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001239102,"about_ca_topic_score_gemma":0.1273672,"domain_scores_codex":[0.9988078,0.0000252237,0.0003045807,0.0003303758,0.00008430092,0.0004476677],"domain_scores_gemma":[0.9992509,0.0002044052,0.00006670501,0.0002583277,0.0001247983,0.00009482852],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002949,0.001006156,0.004897176,0.003881195,0.001020378,0.0004948238,0.007118922,0.05548236,0.01145499,0.3707029,0.03551679,0.5054753],"study_design_scores_gemma":[0.007009825,0.0007830199,0.006245837,0.004033512,0.0008846462,0.00001324302,0.01121266,0.1983498,0.005730099,0.005809527,0.7545471,0.005380681],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2481546,0.005237869,0.7085164,0.00002983711,0.001652818,0.001489593,0.0001214308,0.001595973,0.03320147],"genre_scores_gemma":[0.9832625,0.000140706,0.005137735,0.000001476587,0.00008622405,0.00002322747,0.003370887,0.0001577124,0.007819501],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7351079,"threshold_uncertainty_score":0.999751,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01336351278969645,"score_gpt":0.2330352624933867,"score_spread":0.2196717497036903,"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."}}