{"id":"W4417357109","doi":"10.1021/acsenergylett.5c02914","title":"Reactive Carbon Electrolysis at &lt;3 V, in an Electrolyzer Containing a Bipolar Membrane Operating under Forward Bias","year":2025,"lang":"en","type":"article","venue":"ACS Energy Letters","topic":"CO2 Reduction Techniques and Catalysts","field":"Energy","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Institute for Advanced Research; University of British Columbia","funders":"National Research Council Canada; Canada Foundation for Innovation; Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs; Canadian Institute for Advanced Research","keywords":"Electrolysis; Faraday efficiency; Electrolysis of water; Carbon fibers; Alkaline water electrolysis; Membrane; Polymer electrolyte membrane electrolysis; Sorbent","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0002859012,0.0007702183,0.0004788294,0.0003605351,0.000432456,0.0006863604,0.001119602,0.0009195292,0.005278606],"category_scores_gemma":[0.0004748378,0.0003949817,0.000247485,0.0003957545,0.000508627,0.0007361833,0.0004094747,0.001156238,0.002039955],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006714426,"about_ca_system_score_gemma":0.0004260596,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001652367,"about_ca_topic_score_gemma":0.002586268,"domain_scores_codex":[0.9995222,0.00002349125,0.00002453865,0.0001346146,0.0002051152,0.00009004577],"domain_scores_gemma":[0.9997551,0.00007754265,0.00003549917,0.00003234966,0.00008156657,0.0000180255],"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":[0.00009883013,0.00001716979,0.0001927331,0.0001255194,0.00001057283,0.0001241224,0.00004727012,0.00005080202,0.993825,0.0003514607,0.0008478972,0.004308734],"study_design_scores_gemma":[0.00001075682,0.00007195712,0.0005038342,0.000007954545,0.000007811514,0.0001809821,0.00003591057,0.0008821905,0.9939293,0.0001049379,0.004257146,0.000007168645],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9064064,0.00268968,0.05619725,0.001406165,0.0007913556,0.0001821178,0.001713576,0.003205578,0.02740782],"genre_scores_gemma":[0.9681848,0.001209243,0.01927781,0.0003731287,0.00005991528,0.0001177712,0.0006286944,0.0002113097,0.009937326],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005278606,"threshold_uncertainty_score":0.01765871,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01069445672622325,"score_gpt":0.2414662999632035,"score_spread":0.2307718432369803,"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."}}