{"id":"W7154580461","doi":"10.29363/nanoge.matsusspring.2026.340","title":"Molecular Electrocatalysis Coupled with a Palladium Membrane Reactor Affords Selective Nitrogen Reduction","year":2025,"lang":"","type":"article","venue":"","topic":"Ammonia Synthesis and Nitrogen Reduction","field":"Chemical Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Electrocatalyst; Palladium; Reduction (mathematics); Nitrogen; Membrane; Catalysis","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":[0.0003067878,0.0008719487,0.001022279,0.0005835328,0.0002596972,0.0001579662,0.0003909389,0.0005616185,0.0005916571],"category_scores_gemma":[0.0001242835,0.0007939043,0.0004913809,0.002280627,0.0001796289,0.000345946,0.00009291695,0.0007804811,0.00008173537],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001008474,"about_ca_system_score_gemma":0.0005653134,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005225751,"about_ca_topic_score_gemma":0.00003655496,"domain_scores_codex":[0.9959876,0.0001137665,0.0008469981,0.001291096,0.0006369817,0.001123552],"domain_scores_gemma":[0.9979041,0.0001090123,0.0002920374,0.0008544807,0.0005400389,0.0003003657],"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":[0.001161976,0.0003705887,0.00006539686,0.0002216227,0.003765605,0.0000172967,0.0001822666,0.001565778,0.9869977,0.003596047,0.0001929708,0.001862718],"study_design_scores_gemma":[0.001145937,0.0002408313,0.00001840101,0.0001899674,0.002068102,0.00009594025,0.0006352586,0.03440794,0.9594348,0.0003270868,0.0006378561,0.0007978803],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9467821,0.002915455,0.037583,0.001151435,0.0003530227,0.001029325,0.00001294933,0.0004683729,0.009704331],"genre_scores_gemma":[0.9942708,0.0003828065,0.002502464,0.00006876071,0.0002596971,0.0002237177,0.00008361736,0.0001332336,0.002074914],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04748869,"threshold_uncertainty_score":0.9994512,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004019673687466405,"score_gpt":0.2061911825835453,"score_spread":0.2021715088960789,"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."}}