{"id":"W2774103170","doi":"10.12943/cnr.2017.00013","title":"CASE STUDIES OF NUCLEAR RESEARCH SOFTWARE DEVELOPMENT","year":2017,"lang":"en","type":"article","venue":"CNL Nuclear Review","topic":"Service-Oriented Architecture and Web Services","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Atomic Energy (Canada); Canadian Nuclear Laboratories","funders":"","keywords":"Computer science; Software; Interface (matter); Field (mathematics); Software development; Software engineering; User interface; Relational database; Systems engineering; Database; World Wide Web; Data science; Engineering; Operating system","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001170796,0.0001648307,0.0004352191,0.00009384707,0.001282748,0.0001607865,0.00233246,0.00004845865,0.00007510948],"category_scores_gemma":[0.0002068939,0.0001287207,0.00009769265,0.0002445185,0.0001851611,0.0003794524,0.002147546,0.0002569416,0.0005072293],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003593562,"about_ca_system_score_gemma":0.00005659692,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004473956,"about_ca_topic_score_gemma":0.00003156623,"domain_scores_codex":[0.9982001,0.0001663693,0.0003881913,0.000431506,0.0004642912,0.0003495192],"domain_scores_gemma":[0.9972668,0.00011799,0.0002524275,0.001817902,0.0004230326,0.0001218643],"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":[0.00001224536,0.0001745178,0.0001340246,0.01496872,0.0002579365,0.002167505,0.01208065,0.000001471236,0.000140332,0.03545455,0.01381329,0.9207947],"study_design_scores_gemma":[0.0002059032,0.0001017885,0.0005020645,0.005585134,0.00002677546,0.0009183423,0.000345922,0.00006219404,0.0001002676,0.0009258186,0.9909567,0.0002691098],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.4232818,0.5081427,0.001087808,0.03156583,0.002499573,0.003871576,0.00001581839,0.001355686,0.02817914],"genre_scores_gemma":[0.6457977,0.1232921,0.2148074,0.01504554,0.0003756523,0.00005564972,0.000005797616,0.0002004077,0.0004197863],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9771434,"threshold_uncertainty_score":0.9865989,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.160251652532414,"score_gpt":0.4005359190508371,"score_spread":0.2402842665184231,"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."}}