{"id":"W2622899929","doi":"10.1021/acsenergylett.7b00361","title":"Redox Flow Batteries","year":2017,"lang":"en","type":"article","venue":"ACS Energy Letters","topic":"Advanced battery technologies research","field":"Engineering","cited_by":52,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Citation; Icon; Computer science; Altmetrics; Social media; Energy (signal processing); Library science; World Wide Web; Mathematics; Statistics","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":[0.00003982762,0.0001462071,0.0001303863,0.0000843777,0.0002246639,0.0001258078,0.0007891717,0.000075409,0.00005151402],"category_scores_gemma":[0.00006385818,0.0001464328,0.00003451989,0.00004374161,0.0002176398,0.0003474824,0.0002187022,0.00017425,0.00005874954],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006181182,"about_ca_system_score_gemma":0.00000354044,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002374881,"about_ca_topic_score_gemma":0.00002191263,"domain_scores_codex":[0.9991526,0.000007725044,0.0001118256,0.0001808794,0.0001592369,0.0003877149],"domain_scores_gemma":[0.9988732,0.00002892919,0.0000253965,0.001015986,0.0000134846,0.00004295034],"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":[0.00001226106,0.00001154187,0.001380574,0.00004400326,0.0001092909,0.0002768554,0.00007489814,0.04674292,0.5827988,0.00127376,0.1329466,0.2343286],"study_design_scores_gemma":[0.000510692,0.00003429025,0.004981075,0.00004838188,0.000009369015,0.00002959781,0.00003734287,0.009999382,0.5136707,0.001300381,0.4686349,0.0007438505],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8708209,0.0002252036,0.08622248,0.02314861,0.001411746,0.0001000484,0.00002049933,0.002549936,0.01550059],"genre_scores_gemma":[0.9942356,0.000139828,0.003940232,0.00104559,0.0001371009,0.00003957727,0.000007737595,0.00005024702,0.0004040731],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3356884,"threshold_uncertainty_score":0.5971357,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01245707065612922,"score_gpt":0.2389684115663863,"score_spread":0.2265113409102571,"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."}}