{"id":"W1524178149","doi":"10.1002/9781119941378.ch6","title":"Model Based Availability Management: The Availability Management Framework","year":2012,"lang":"en","type":"other","venue":"","topic":"Software System Performance and Reliability","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ericsson (Canada)","funders":"","keywords":"Redundancy (engineering); Computer science; Vocabulary; Simple (philosophy); Perspective (graphical); Logical data model; Distributed computing; Data science; Software engineering; Data modeling; Artificial intelligence","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","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002166693,0.0007011241,0.0005995567,0.000239773,0.0002633002,0.0002214692,0.003693123,0.0005946906,0.004006991],"category_scores_gemma":[0.00002964771,0.000431821,0.0003785042,0.0007254328,0.0002985331,0.0002677357,0.001324516,0.0006121153,0.003431187],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002286904,"about_ca_system_score_gemma":0.00006963225,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000845477,"about_ca_topic_score_gemma":0.00002111631,"domain_scores_codex":[0.9956027,0.0002739764,0.0007085841,0.00146348,0.001033628,0.0009176922],"domain_scores_gemma":[0.9925368,0.0001900278,0.000342122,0.006640535,0.0000719944,0.0002184531],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001647997,0.0006335339,0.003914184,0.00315788,0.0003463346,0.000008498961,0.0001816009,0.0004277145,1.75886e-7,0.1133265,0.8267674,0.05121967],"study_design_scores_gemma":[0.0004771758,0.0000326267,0.002754856,0.0004692774,0.0001545556,0.000002465702,0.00003927563,0.08015411,0.000009235489,0.01174485,0.9030744,0.001087178],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000005975706,0.0003904173,0.4774613,0.0003692327,0.001048818,0.001399363,0.00001112414,0.001066254,0.5182475],"genre_scores_gemma":[0.009898813,0.0001823589,0.2866333,0.001631636,0.0003332896,0.0005061321,0.00001496715,0.0002574485,0.700542],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.190828,"threshold_uncertainty_score":0.9998134,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0165979754051986,"score_gpt":0.2441356591244665,"score_spread":0.2275376837192679,"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."}}