{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001026261,0.0003280321,0.0005235171,0.0001458764,0.0002542628,0.0001606806,0.0001812281,0.0001968336,0.00003407675],"category_scores_gemma":[0.0005648751,0.0002758498,0.0001455041,0.0001387811,0.00003542937,0.000174099,0.00006704653,0.0001825848,0.00004267742],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006860101,"about_ca_system_score_gemma":0.00007966811,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009769882,"about_ca_topic_score_gemma":0.00184235,"domain_scores_codex":[0.9974005,0.000182979,0.0005410483,0.0006589523,0.0003150127,0.0009014872],"domain_scores_gemma":[0.9985726,0.0004486793,0.0001534639,0.0004418358,0.000205773,0.000177608],"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":[0.00002654646,0.00005645203,0.00004914383,0.0002435996,0.0002263949,0.00005048785,0.0002931519,0.03802701,0.9578502,0.0003622641,0.0001727851,0.002642011],"study_design_scores_gemma":[0.0003955709,0.00004744323,0.0001786637,0.00006636428,0.00006234006,0.00007350124,0.0001393668,0.0004179716,0.7636375,0.0003675937,0.2343295,0.0002841166],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.899958,0.02860805,0.00001079428,0.002377449,0.0003729298,0.0001487036,0.000006076689,0.0002702013,0.06824781],"genre_scores_gemma":[0.9910111,0.003626617,0.001084329,0.00009688141,0.0007226226,0.00008109447,0.00006985188,0.0001015127,0.003205958],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2341567,"threshold_uncertainty_score":0.9999694,"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."}}