{"id":"W4237106922","doi":"10.1109/ias.2001.955756","title":"Zone-branch reliability methodology applied to Gold Book standard network","year":2002,"lang":"en","type":"article","venue":"","topic":"Reliability and Maintenance Optimization","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Reliability (semiconductor); Computer science; Gold standard (test); Reliability engineering; Engineering; Mathematics; Statistics","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000587903,0.0001605415,0.0002869874,0.00003853452,0.00004205198,0.00002287646,0.0001374053,0.0001373912,0.001732919],"category_scores_gemma":[0.0001186112,0.0001480737,0.00005046302,0.0003430582,0.00003178892,0.00009860826,0.00003733905,0.000159731,0.0002881491],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001160048,"about_ca_system_score_gemma":0.000005517449,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001154256,"about_ca_topic_score_gemma":0.0000285668,"domain_scores_codex":[0.9988511,0.00005565102,0.0002923605,0.0002777975,0.0001270189,0.0003961266],"domain_scores_gemma":[0.9991857,0.0001757235,0.00001758367,0.0004279327,0.00007202312,0.00012101],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002652709,0.000009574658,0.00003153744,0.00003154897,0.0000101289,3.69061e-7,0.000182206,0.8349087,0.0003137205,0.002919368,0.1512002,0.0103661],"study_design_scores_gemma":[0.0007409238,0.0001220691,0.00030634,0.00002543308,0.00002815899,0.000004297195,0.00006484626,0.1905626,0.003258112,0.005209209,0.7990671,0.0006109535],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.003061278,0.0002086812,0.8834816,0.00103635,0.0004575997,0.0004563458,0.000004348897,0.0005927354,0.110701],"genre_scores_gemma":[0.3381712,0.0006540761,0.6458854,0.005561959,0.0004993225,0.0002561994,0.00001517479,0.0001064268,0.00885022],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.6478668,"threshold_uncertainty_score":0.9991797,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02232561523007266,"score_gpt":0.2275900204922498,"score_spread":0.2052644052621771,"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."}}