{"id":"W1920443084","doi":"10.1109/icc.1989.49918","title":"Integration of expert systems into network operations and management","year":2003,"lang":"en","type":"article","venue":"","topic":"Service-Oriented Architecture and Web Services","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Software deployment; Computer science; Provisioning; Expert system; Field (mathematics); Systems design; Software engineering; Engineering management; Systems engineering; Knowledge base; Selection (genetic algorithm); World Wide Web; Artificial intelligence; Telecommunications; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006035662,0.0007405956,0.0006084525,0.001582414,0.0006547415,0.004088031,0.00156062,0.001245236,0.004780228],"category_scores_gemma":[0.01698282,0.0007331633,0.0004547563,0.001238517,0.0009805365,0.003843208,0.002498097,0.00159675,0.001716329],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009410102,"about_ca_system_score_gemma":0.001418783,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002900215,"about_ca_topic_score_gemma":0.003884358,"domain_scores_codex":[0.994563,0.002765066,0.0005752947,0.0004926062,0.001379572,0.0002244647],"domain_scores_gemma":[0.9887114,0.007471006,0.0003179001,0.001556414,0.001657308,0.0002860565],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001589532,0.0005179211,0.001893399,0.0005732604,0.0001644465,0.0004496293,0.00225157,0.03947585,0.00747036,0.0614648,0.009672422,0.8759074],"study_design_scores_gemma":[0.0002069252,0.000534206,0.003939107,0.0008631706,0.0002390191,0.001050866,0.002391658,0.424452,0.01502418,0.2474473,0.3037015,0.0001500469],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02344344,0.001843312,0.9295911,0.002283548,0.0001865731,0.0002828814,0.0001066249,0.002307696,0.03995482],"genre_scores_gemma":[0.1668176,0.001497213,0.8222361,0.0005882033,0.000145383,0.0002095138,0.000474484,0.0002355798,0.007795917],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006035662,"threshold_uncertainty_score":0.03191996,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009008866369413143,"score_gpt":0.2330266135857445,"score_spread":0.2240177472163314,"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."}}