{"id":"W4381569451","doi":"10.3389/fmats.2023.1218835","title":"Editorial: Nuclear materials degradation","year":2023,"lang":"en","type":"editorial","venue":"Frontiers in Materials","topic":"Nuclear Materials and Properties","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Degradation (telecommunications); Materials science; Computer science; Telecommunications","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","scholarly_communication","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.004075957,0.001002903,0.002189522,0.0005808391,0.0002856955,0.001874278,0.001575832,0.002433867,0.004662614],"category_scores_gemma":[0.002164151,0.00092543,0.0001371402,0.0003416083,0.0002804884,0.0006860201,0.0006520632,0.00046872,0.006009057],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004623776,"about_ca_system_score_gemma":0.0003169287,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00127696,"about_ca_topic_score_gemma":0.00003524488,"domain_scores_codex":[0.9925439,0.001037297,0.001923046,0.001431069,0.001741058,0.00132364],"domain_scores_gemma":[0.997053,0.0003249671,0.0009656251,0.001137103,0.0003321766,0.0001870962],"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":[0.000404283,0.00003119719,8.075321e-7,0.0003889072,0.00002059801,0.00001552744,0.00012044,0.000002382731,0.4267566,0.0000309708,0.5721754,0.00005288702],"study_design_scores_gemma":[0.0006996295,0.0001213047,0.00001052259,0.0005151122,0.00006813069,8.360026e-7,0.0001142621,9.549785e-7,0.1446518,0.0009354535,0.8519577,0.000924315],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.03471553,0.0001572871,0.000007976158,0.00008520508,0.9592072,0.000778278,0.004026148,0.0008387581,0.0001836637],"genre_scores_gemma":[0.0003876958,0.001053559,0.002184053,0.00003950223,0.9917659,0.0001996693,0.001781779,0.0005969791,0.001990865],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.2821048,"threshold_uncertainty_score":0.9993196,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00925167418601143,"score_gpt":0.2295490072320517,"score_spread":0.2202973330460403,"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."}}