{"id":"W3167939259","doi":"10.1016/j.actamat.2021.117042","title":"The role of β-Zr in a Zr-2.5Nb alloy during aqueous corrosion: A multi-technique study","year":2021,"lang":"en","type":"article","venue":"Acta Materialia","topic":"Nuclear Materials and Properties","field":"Materials Science","cited_by":37,"is_retracted":false,"has_abstract":false,"ca_institutions":"Canadian Nuclear Laboratories","funders":"Division of Materials Research; Engineering and Physical Sciences Research Council","keywords":"Materials science; Microstructure; Alloy; Zirconium alloy; Oxide; Corrosion; Metallurgy; Zirconium; Phase (matter)","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":[],"category_scores_codex":[0.0006780819,0.0001989231,0.000360175,0.00004056682,0.0002016988,0.0003403134,0.0004287338,0.00009368045,0.001141276],"category_scores_gemma":[0.0001058949,0.0001394917,0.000047759,0.0001247761,0.00009602934,0.0001872254,0.0004467063,0.00007507759,0.0000973531],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004261298,"about_ca_system_score_gemma":0.0000622367,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007189962,"about_ca_topic_score_gemma":0.0003040807,"domain_scores_codex":[0.9980567,0.0004221734,0.0005544128,0.0003604681,0.0002415384,0.0003647288],"domain_scores_gemma":[0.9990685,0.00002502601,0.0001765889,0.0005835824,0.00009392813,0.00005236448],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002927247,0.0002408746,0.0007274665,0.00005296361,0.000004780248,0.00006061318,0.001191649,0.000001235398,0.9972378,0.0000601206,0.00005717292,0.00007260584],"study_design_scores_gemma":[0.0006273548,0.0001187715,0.00610753,0.00008031679,0.00001151661,0.00003918519,0.001388503,0.00001124489,0.9869365,0.0001416011,0.004356161,0.0001813601],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9969838,0.0001888797,0.000001954642,0.00008985824,0.001948346,0.0005553985,0.00003446487,0.0000787803,0.0001185224],"genre_scores_gemma":[0.9984227,0.00006284215,0.0005071217,0.00002391428,0.00009337562,0.0001372417,0.000003781125,0.00003870849,0.0007103301],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01030134,"threshold_uncertainty_score":0.9997718,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01374441131802121,"score_gpt":0.2398690601370601,"score_spread":0.2261246488190389,"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."}}