{"id":"W4412902572","doi":"10.3390/molecules30153228","title":"Enhanced NiFe2O4 Catalyst Performance and Stability in Anion Exchange Membrane Water Electrolysis: Influence of Iron Content and Membrane Selection","year":2025,"lang":"en","type":"article","venue":"Molecules","topic":"Electrocatalysts for Energy Conversion","field":"Energy","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada; University of Waterloo","keywords":"Linear sweep voltammetry; Electrolysis; Catalysis; Chemistry; Membrane; Chronoamperometry; Inorganic chemistry; Hydrogen production; Cyclic voltammetry; Chemical engineering; Electrochemistry; Electrode; Electrolyte; Organic chemistry; Biochemistry","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003410807,0.0002151388,0.0003400086,0.0002813814,0.00008343893,0.00001862433,0.0001187862,0.0001284703,0.0000172863],"category_scores_gemma":[0.00005224127,0.0001829268,0.00003896092,0.000375264,0.0001142269,0.0002679506,0.0000929844,0.0001635022,0.000002363803],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001501164,"about_ca_system_score_gemma":0.00003602742,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002423604,"about_ca_topic_score_gemma":0.003951291,"domain_scores_codex":[0.9985144,0.0001068015,0.0003666817,0.0004405833,0.0002168126,0.0003547061],"domain_scores_gemma":[0.9994484,0.00004045388,0.00008089995,0.0002382815,0.0001414328,0.00005058866],"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":[0.0002854063,0.00005694349,0.002653203,0.0004218047,0.00003735366,0.000001415405,0.0004426857,0.0006816876,0.9924492,0.0002380132,0.000001764713,0.002730546],"study_design_scores_gemma":[0.0008874449,0.0001680103,0.0163651,0.00009125592,0.00004970437,0.00000470539,0.00007082,0.001545665,0.9805103,0.00005040897,0.00008518572,0.0001714206],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998357,0.0004717843,0.0001112134,0.0001338981,0.0000281877,0.0001868073,0.000001014022,0.00004824145,0.0006618703],"genre_scores_gemma":[0.9990412,0.000558462,0.00004582993,0.00007607742,0.000009201644,0.00004499013,0.00003772706,0.00001562586,0.0001709127],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0137119,"threshold_uncertainty_score":0.7459539,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006469669192876278,"score_gpt":0.1989975260051376,"score_spread":0.1925278568122613,"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."}}