{"id":"W2770756290","doi":"10.1002/fuce.201700018","title":"Unitized Regenerative Fuel Cells: A Review on Developed Catalyst Systems and Bipolar Plates","year":2017,"lang":"en","type":"review","venue":"Fuel Cells","topic":"Electrocatalysts for Energy Conversion","field":"Energy","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"Council of Scientific and Industrial Research, India","keywords":"Regenerative fuel cell; Electrolysis; Fossil fuel; Electrochemical energy conversion; Process engineering; Nanotechnology; Fuel cells; Energy source; Unitized regenerative fuel cell; Materials science; Proton exchange membrane fuel cell; Computer science; Electrode; Waste management; Engineering; Chemistry; Electrochemistry; Chemical engineering","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.001158157,0.001458291,0.004372901,0.0005287789,0.0004131932,0.0002762447,0.00129431,0.0008835509,0.0001123113],"category_scores_gemma":[0.0002353369,0.001156955,0.000671874,0.0005408094,0.0001950986,0.0002614782,0.0003706014,0.0009527438,0.001786848],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006006548,"about_ca_system_score_gemma":0.0008189101,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001483321,"about_ca_topic_score_gemma":0.0004188352,"domain_scores_codex":[0.9945015,0.0009335001,0.001452331,0.001446505,0.0007734879,0.0008926299],"domain_scores_gemma":[0.9947766,0.000524741,0.001757561,0.002161947,0.0003916748,0.0003874885],"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":[0.00004753894,0.0001481448,2.608228e-7,0.4244373,0.002057687,0.000469319,0.000221239,0.00001822287,0.0002914402,0.003389461,0.02713381,0.5417855],"study_design_scores_gemma":[0.0004252725,0.0001027106,5.848447e-8,0.07828195,0.001807085,0.00009033618,0.00001128359,0.00001057698,0.0009981594,0.00002302921,0.9170982,0.001151402],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000003330931,0.9806696,0.000005564915,0.00002886767,0.001327524,0.00146666,0.00009945052,0.0001926992,0.01620632],"genre_scores_gemma":[0.00002894688,0.9758986,0.0001185241,0.0001472386,0.0004490611,0.0003147425,0.001832547,0.0002848469,0.02092551],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8899643,"threshold_uncertainty_score":0.9998167,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06612282869890318,"score_gpt":0.30718204167067,"score_spread":0.2410592129717668,"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."}}