{"id":"W3185377811","doi":"10.1149/ma2021-01381230mtgabs","title":"Bipolar Membrane Electrode Assemblies for Water Electrolysis – Goals and Challenges","year":2021,"lang":"en","type":"article","venue":"ECS Meeting Abstracts","topic":"Hybrid Renewable Energy Systems","field":"Energy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Electrolysis of water; Electrolysis; Polymer electrolyte membrane electrolysis; Electrolyte; Anode; Water splitting; High-pressure electrolysis; Hydrogen production; Chemical engineering; Chemistry; Alkaline water electrolysis; Cathode; Dissociation (chemistry); Pourbaix diagram; Electrode; Hydrogen; Materials science; Catalysis; Electrochemistry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00213529,0.0009371695,0.0007487754,0.0008990082,0.000388223,0.001816665,0.001423408,0.002134908,0.004080897],"category_scores_gemma":[0.001330011,0.0005611815,0.0003562289,0.001073743,0.0007181728,0.002715928,0.000786729,0.002444288,0.003912684],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008685916,"about_ca_system_score_gemma":0.0003948627,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002893004,"about_ca_topic_score_gemma":0.0004932734,"domain_scores_codex":[0.9991721,0.0001601334,0.0000402148,0.0001477104,0.0004335733,0.00004624944],"domain_scores_gemma":[0.9993122,0.0002267721,0.00007280175,0.00006106668,0.000269501,0.00005772663],"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":[0.0002495672,0.0003089017,0.0005903958,0.005079059,0.00007941034,0.0003944385,0.0003640043,0.004815829,0.4001525,0.07937316,0.01888961,0.4897031],"study_design_scores_gemma":[0.00005392941,0.00224222,0.001665047,0.001230081,0.0001226285,0.002222545,0.0003471947,0.01136441,0.2862631,0.03993823,0.6543794,0.0001712367],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.0250909,0.7854698,0.1518962,0.007236582,0.001445813,0.0002223044,0.0003792005,0.0005309178,0.0277283],"genre_scores_gemma":[0.1714213,0.5649741,0.2406983,0.002883732,0.003261018,0.0003859225,0.0007357103,0.0002982588,0.01534163],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.004080897,"threshold_uncertainty_score":0.01365197,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02150778185324548,"score_gpt":0.233323000709456,"score_spread":0.2118152188562105,"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."}}