{"id":"W6891645552","doi":"10.4224/40002765","title":"A review of all‐vanadium redox flow battery durability: degradation mechanisms and mitigation strategies","year":2018,"lang":"en","type":"report","venue":"NPARC","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada; GDG Environnement","funders":"","keywords":"Degradation (telecommunications); Durability; Battery (electricity); Component (thermodynamics); Flow battery; Energy storage","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.000763787,0.001066949,0.001317194,0.00262745,0.0003199193,0.0009878733,0.00121916,0.001018534,0.002201561],"category_scores_gemma":[0.0009063887,0.0005190354,0.0008735216,0.002716044,0.0002472218,0.002092229,0.0004873052,0.0007087992,0.001030547],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005663548,"about_ca_system_score_gemma":0.001026855,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001467062,"about_ca_topic_score_gemma":0.002172381,"domain_scores_codex":[0.9996031,0.0000445387,0.00008360888,0.0000793531,0.0001586424,0.00003074544],"domain_scores_gemma":[0.999347,0.000248863,0.0001214667,0.00002097688,0.0002384489,0.0000230686],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001754186,0.0001729734,0.0007059749,0.07213779,0.0002553665,0.0003215034,0.0001385312,0.002383897,0.01708954,0.004622716,0.01926526,0.882731],"study_design_scores_gemma":[0.0000155072,0.0006404346,0.001825288,0.006818689,0.0005249666,0.001547068,0.0001648909,0.001038073,0.01747397,0.002068026,0.967816,0.00006711976],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001031164,0.9967319,0.0006979746,0.0001437191,0.0001487303,0.000009127541,0.00004639359,0.00001310466,0.001177916],"genre_scores_gemma":[0.003606974,0.9943132,0.000642668,0.0001153539,0.0001261626,0.00001217516,0.00008156437,0.000005089409,0.001096746],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.00262745,"threshold_uncertainty_score":0.007364929,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03909292187257919,"score_gpt":0.3040613863124932,"score_spread":0.264968464439914,"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."}}