{"id":"W2165693237","doi":"10.1115/icone14-89640","title":"An Example of an INPRO Assessment of an INS in the Area of Waste Management","year":2006,"lang":"en","type":"article","venue":"Volume 3: Structural Integrity; Nuclear Engineering Advances; Next Generation Systems; Near Term Deployment and Promotion of Nuclear Energy","topic":"Nuclear and radioactivity studies","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Acceptance testing; Nuclear fuel cycle; Radioactive waste; Engineering; Systems engineering; Computer science; Engineering management; Waste management; Software 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":[0.005429654,0.0009836559,0.0006547968,0.003843245,0.002399703,0.003273115,0.001686495,0.002785834,0.01036263],"category_scores_gemma":[0.004421507,0.0004650725,0.0007577686,0.002981709,0.001206643,0.001630538,0.002125545,0.001206266,0.001860076],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002474861,"about_ca_system_score_gemma":0.002468354,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007344224,"about_ca_topic_score_gemma":0.01828497,"domain_scores_codex":[0.9912019,0.003105073,0.0003314167,0.0003278859,0.004633415,0.0004003192],"domain_scores_gemma":[0.9953942,0.001437383,0.0003060604,0.0004713589,0.002244779,0.0001462634],"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":[0.001271493,0.0008328213,0.02108449,0.003266384,0.0001350551,0.01199627,0.0196239,0.117611,0.05859845,0.2012909,0.08307401,0.4812151],"study_design_scores_gemma":[0.0001148169,0.001584434,0.03007861,0.00163882,0.0001791666,0.004264031,0.0143635,0.1378071,0.060047,0.06912312,0.6804324,0.0003669537],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1262102,0.000893363,0.4328689,0.003933047,0.0004289805,0.002134295,0.00240374,0.003833502,0.427294],"genre_scores_gemma":[0.3994592,0.001015167,0.5241405,0.0007028494,0.00007826819,0.0007479939,0.001713034,0.0004768047,0.07166625],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01036263,"threshold_uncertainty_score":0.03466642,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02607899024529095,"score_gpt":0.2417795642369669,"score_spread":0.215700573991676,"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."}}