{"id":"W4309813204","doi":"10.1149/ma2022-02441632mtgabs","title":"High Performance Anion Exchange Membrane Water Electrolyzer Using Monolayer Nickel-Iron Layered Double Hydroxide As Anode Catalysts","year":2022,"lang":"en","type":"article","venue":"ECS Meeting Abstracts","topic":"Advanced battery technologies research","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kootenay Association for Science & Technology","funders":"","keywords":"Hydroxide; Electrolysis; Materials science; Inorganic chemistry; Catalysis; Electrocatalyst; Monolayer; Anode; Chemical engineering; Nickel; Conductivity; Ion exchange; Oxygen evolution; Chemistry; Electrochemistry; Electrode; Electrolyte; Metallurgy; Nanotechnology; Ion; Organic chemistry","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"],"consensus_categories":[],"category_scores_codex":[0.0005760083,0.0003560555,0.0003279905,0.0003284167,0.0004690575,0.00007082141,0.0005783451,0.0001524861,0.0001840288],"category_scores_gemma":[0.0000352144,0.0003490073,0.00006559306,0.0003607095,0.00003655033,0.0004352764,0.0004524549,0.001034229,0.0002000365],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006521015,"about_ca_system_score_gemma":0.00003099066,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004070722,"about_ca_topic_score_gemma":0.0000161035,"domain_scores_codex":[0.9972047,0.00004516993,0.0004580698,0.0004890062,0.0006256658,0.001177428],"domain_scores_gemma":[0.9990728,0.00005986531,0.0000894218,0.0006205518,0.00004740313,0.0001099269],"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":[0.00004523593,0.0000210584,0.0000849619,0.00007809644,0.00001829311,0.00003921473,0.0001217365,0.4841944,0.5149767,5.782967e-7,0.0001031236,0.0003166435],"study_design_scores_gemma":[0.0007199386,0.00008944584,0.0002914268,0.0000374727,0.00001394629,0.00009508096,0.0001014554,0.04098416,0.9549076,0.00003663354,0.002300555,0.0004222927],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9916375,0.0003120221,0.00002198667,0.0001576464,0.0003731824,0.0003451071,0.000007150928,0.001104643,0.006040781],"genre_scores_gemma":[0.997877,0.00009470405,0.001133717,0.00004275257,0.0001195661,0.0001138082,0.00006027031,0.0001457255,0.0004124813],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4432102,"threshold_uncertainty_score":0.9998962,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01716896796832504,"score_gpt":0.243001656643849,"score_spread":0.2258326886755239,"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."}}