{"id":"W3214399117","doi":"10.1149/ma2021-024497mtgabs","title":"Degradation of the All-Vanadium Redox Flow Battery in the Presence of Metal Impurities","year":2021,"lang":"en","type":"article","venue":"ECS Meeting Abstracts","topic":"Catalysis and Oxidation Reactions","field":"Chemical Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University; University of Calgary","funders":"","keywords":"Vanadium; Redox; Degradation (telecommunications); Flow battery; Impurity; Metal; Inorganic chemistry; Battery (electricity); Materials science; Chemistry; Chemical engineering; Metallurgy; Electrode; Electrolyte; Thermodynamics; Computer science; Organic chemistry; Physical chemistry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004126378,0.0004117028,0.0006716829,0.0002519425,0.0002227748,0.000645924,0.0005527533,0.000751908,0.0007178981],"category_scores_gemma":[0.0005722471,0.0001949131,0.000326362,0.0003779457,0.0002112773,0.0006115355,0.000228189,0.0004961832,0.0002848428],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00034125,"about_ca_system_score_gemma":0.0002404275,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001153419,"about_ca_topic_score_gemma":0.001363879,"domain_scores_codex":[0.9996077,0.00003457563,0.0000434664,0.00007252608,0.0001760752,0.00006557137],"domain_scores_gemma":[0.9996601,0.00006934414,0.00005696151,0.00002548704,0.0001650224,0.0000230326],"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":[0.0003888962,0.00006671554,0.001137392,0.0002513243,0.00002757575,0.0002870882,0.0001073114,0.0006654435,0.9916888,0.00009023195,0.0001129902,0.005176219],"study_design_scores_gemma":[0.000006759979,0.0005185726,0.0016931,0.00001002685,0.00001911514,0.0001275354,0.00006749701,0.001700293,0.9950046,0.00003252347,0.0008121113,0.000007927788],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968349,0.001365034,0.000938456,0.00004409208,0.0000323544,0.00001545726,0.0002376065,0.0000524242,0.0004797605],"genre_scores_gemma":[0.9969132,0.0008682858,0.0007367391,0.00003459664,0.000005560885,0.00001404526,0.0002219177,0.00001399618,0.001191572],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001153419,"threshold_uncertainty_score":0.002475977,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01587646369731602,"score_gpt":0.23470982405207,"score_spread":0.218833360354754,"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."}}