{"id":"W4403095221","doi":"10.1021/acscatal.4c02871","title":"Active Sites and Stability Study of Fe/N/C Catalyst in PEMFCs: A Decade of Stunning Progress and the Remaining Challenges","year":2024,"lang":"en","type":"article","venue":"ACS Catalysis","topic":"Electrocatalysts for Energy Conversion","field":"Energy","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut National de la Recherche Scientifique","funders":"Natural Science Foundation of Guangdong Province; National Natural Science Foundation of China","keywords":"Catalysis; Stunning; Chemical engineering; Chemistry; Materials science; Engineering; Organic chemistry; Medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.001222477,0.0002126217,0.0005722886,0.0003421919,0.0000807508,0.00003088683,0.0002317204,0.00008684115,0.000004980081],"category_scores_gemma":[0.0002689864,0.0001533025,0.0000762296,0.0007893152,0.0003932131,0.000292206,0.0002965018,0.0002278019,8.493556e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008576777,"about_ca_system_score_gemma":0.00004870447,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003433469,"about_ca_topic_score_gemma":0.01276242,"domain_scores_codex":[0.9981096,0.0002454023,0.0004657829,0.0005352059,0.0003988224,0.0002451538],"domain_scores_gemma":[0.9984387,0.0007075297,0.0001692457,0.0005160983,0.0001186186,0.00004980728],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.002424896,0.001743324,0.1121272,0.002340667,0.005694104,0.0001502543,0.5143078,0.0003595564,0.066981,0.01869436,0.00001637726,0.2751605],"study_design_scores_gemma":[0.009517603,0.001592199,0.1004218,0.0009019162,0.003410126,0.00006532087,0.2900845,0.006044312,0.5835471,0.002911414,0.000295587,0.001208171],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9849829,0.01404067,0.000002318565,0.0002705546,0.00002340102,0.0002791943,0.000002725415,0.0000418469,0.0003563832],"genre_scores_gemma":[0.9992553,0.0005505713,0.00003351945,0.000004710712,0.00002024902,0.00006551152,0.00002822266,0.00002640561,0.00001551691],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5165662,"threshold_uncertainty_score":0.7121728,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0210839347293645,"score_gpt":0.2637606514771546,"score_spread":0.2426767167477901,"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."}}