{"id":"W4231315554","doi":"10.1007/978-1-4939-7131-2_100759","title":"Network Workbench Tool","year":2018,"lang":"en","type":"book-chapter","venue":"","topic":"Software System Performance and Reliability","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Workbench; Computer science; 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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004148688,0.0003014659,0.000350741,0.00005655346,0.0001382882,0.000135289,0.00115376,0.0004236615,0.002141287],"category_scores_gemma":[0.00001008212,0.0002241946,0.0001644982,0.00006397784,0.00009126744,0.000244988,0.0004806006,0.000261894,0.005759652],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006281971,"about_ca_system_score_gemma":0.0001313587,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000504856,"about_ca_topic_score_gemma":0.000006370937,"domain_scores_codex":[0.9982555,0.00001182344,0.0003941926,0.0006155964,0.0003732503,0.0003496217],"domain_scores_gemma":[0.9980108,0.00008012441,0.0001526573,0.001521632,0.0001579806,0.00007686863],"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":[0.000003792147,0.000007891468,0.0001879651,0.00005919251,0.00004542224,0.0000118269,0.0001117371,0.00001974158,1.710409e-7,0.4483865,0.5163462,0.03481958],"study_design_scores_gemma":[0.00008016685,0.00008041693,0.00009500777,0.0001971068,0.000008881338,0.00001647633,6.108532e-7,0.0006440961,0.000002894476,0.1568176,0.8416387,0.0004180625],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00001674855,0.0003722768,0.1196487,0.0001662475,0.002680601,0.0002627395,0.000001124259,0.0005356743,0.8763158],"genre_scores_gemma":[0.0006918115,0.00005952118,0.02299583,0.0008506344,0.002230979,0.00001048918,0.000005181219,0.0000262021,0.9731293],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3252924,"threshold_uncertainty_score":0.9987709,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01580981895214425,"score_gpt":0.2161840743719612,"score_spread":0.200374255419817,"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."}}