{"id":"W4379880634","doi":"10.1002/maco.202313771","title":"Experimental factors and their impact on understanding corrosion in anoxic environments","year":2023,"lang":"en","type":"article","venue":"Materials and Corrosion","topic":"Corrosion Behavior and Inhibition","field":"Materials Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Natural Resources Canada","funders":"","keywords":"Corrosion; Radioactive waste; Spent nuclear fuel; Anoxic waters; Carbon steel; Environmental science; Containment (computer programming); Materials science; Carbon fibers; Waste management; Metallurgy; Chemistry; Engineering; Environmental chemistry; Composite material; Computer science","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":[],"consensus_categories":[],"category_scores_codex":[0.0002828393,0.0002597788,0.0002768409,0.0001560593,0.000219295,0.0001687857,0.00006556519,0.00009941032,0.0006316041],"category_scores_gemma":[0.000009418062,0.000161195,0.00003471189,0.0001132808,0.00007605928,0.0002415453,0.0001507645,0.00005460536,0.00006537828],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001561984,"about_ca_system_score_gemma":0.000006916554,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006032327,"about_ca_topic_score_gemma":0.000004279888,"domain_scores_codex":[0.9987932,0.00009315451,0.0002560576,0.0003877434,0.0001715238,0.0002983213],"domain_scores_gemma":[0.9996072,0.00005975293,0.00007948164,0.0001511637,0.000003368792,0.00009901498],"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":[0.0001525105,0.00006254894,0.004153321,0.000008432359,7.872416e-8,0.000004581062,0.0007258398,0.000006660463,0.9946458,0.00005435253,0.0001362978,0.0000496211],"study_design_scores_gemma":[0.0005321249,0.0004058796,0.01841518,0.0001168042,0.000003213137,0.000006796042,0.001843849,0.00006819075,0.978219,0.0001789369,0.00001962038,0.0001904227],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986233,0.0000426968,0.0002621383,0.00002386919,0.0005958937,0.0002499253,0.0001049753,0.00007164053,0.00002562733],"genre_scores_gemma":[0.9996645,0.00009787951,0.000004202342,0.00003725878,0.00002776338,0.00002140012,0.00007572537,0.00002323698,0.0000479753],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01642677,"threshold_uncertainty_score":0.6915622,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04459114413601728,"score_gpt":0.2785609537061973,"score_spread":0.23396980957018,"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."}}