{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02087894,0.0005760827,0.0003646403,0.004273935,0.004545702,0.003554445,0.003413235,0.002480417,0.002845704],"category_scores_gemma":[0.04458436,0.0004980213,0.0007684877,0.00741073,0.002612028,0.002944629,0.003791859,0.00175273,0.0009143426],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007312446,"about_ca_system_score_gemma":0.006784696,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02366852,"about_ca_topic_score_gemma":0.03640778,"domain_scores_codex":[0.9673164,0.02063855,0.001660593,0.001144258,0.007592393,0.001647627],"domain_scores_gemma":[0.9183882,0.05676807,0.003250165,0.006539912,0.01164524,0.003408438],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.001125594,0.003015575,0.08921718,0.002698765,0.0002230453,0.05428575,0.09430341,0.0432862,0.008347929,0.1476217,0.07175596,0.4841189],"study_design_scores_gemma":[0.0003332144,0.001397915,0.02924885,0.001370242,0.0001418545,0.01302083,0.05504142,0.03619989,0.02063424,0.01950903,0.8228678,0.0002347134],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7506873,0.006419883,0.08688029,0.01025633,0.0003176917,0.002056871,0.001463358,0.001477347,0.140441],"genre_scores_gemma":[0.8661107,0.004825017,0.1040658,0.0009889948,0.00009147366,0.0009950307,0.002092822,0.0004997458,0.02033034],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02366852,"threshold_uncertainty_score":0.1104197,"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."}}