{"id":"W4399802761","doi":"10.1016/j.apcatb.2024.124319","title":"Metal-free advanced energy materials for the oxygen reduction reaction in anion-exchange membrane fuel cells","year":2024,"lang":"en","type":"article","venue":"Applied Catalysis B: Environmental","topic":"Electrocatalysts for Energy Conversion","field":"Energy","cited_by":33,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Fuel cells; Oxygen reduction reaction; Metal; Ion exchange; Chemistry; Oxygen; Membrane; Reduction (mathematics); Materials science; Proton exchange membrane fuel cell; Ion; Inorganic chemistry; Chemical engineering; Electrochemistry; Electrode; Organic chemistry; Engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001507513,0.0002779181,0.0002241657,0.0002892017,0.0002795497,0.0005085107,0.000491158,0.0005309724,0.003054443],"category_scores_gemma":[0.0001954539,0.0001829694,0.0001872917,0.0001328395,0.0001594681,0.0007723461,0.0003826835,0.0004703818,0.0009134254],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002386475,"about_ca_system_score_gemma":0.0001082203,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001922379,"about_ca_topic_score_gemma":0.0005795142,"domain_scores_codex":[0.9999235,0.000009874178,0.000005070553,0.00001228067,0.00003529338,0.00001398674],"domain_scores_gemma":[0.9999651,0.000008333037,0.00000508649,0.00000494239,0.00001163622,0.000004801552],"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":[0.0004702949,0.0001258936,0.0002290033,0.0005810391,0.00003086537,0.0001663556,0.00007902957,0.002272386,0.9409381,0.02458533,0.002850808,0.02767081],"study_design_scores_gemma":[0.00005997107,0.0001987647,0.0003233483,0.00002047356,0.00002176927,0.000107274,0.00003963717,0.006424735,0.9676087,0.002373755,0.02280395,0.00001758974],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9327475,0.01217704,0.02738503,0.001070345,0.00074699,0.00006828774,0.0005240011,0.0004464626,0.02483431],"genre_scores_gemma":[0.979632,0.002147218,0.007028361,0.0001162431,0.00006861516,0.00003342031,0.0003599956,0.00005801558,0.0105561],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003054443,"threshold_uncertainty_score":0.01021814,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005138090396324291,"score_gpt":0.1885846066115163,"score_spread":0.183446516215192,"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."}}