{"id":"W4407095697","doi":"10.1016/j.seppur.2025.131941","title":"Single-atom Fe in N-doped hierarchical carbonaceous structure derived from MOF: A pathway to high-performance CDI and MCDI","year":2025,"lang":"en","type":"article","venue":"Separation and Purification Technology","topic":"Advancements in Battery Materials","field":"Engineering","cited_by":23,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"Iran National Science Foundation","keywords":"Doping; Atom (system on chip); Materials science; Nanotechnology; Chemical engineering; Chemistry; Crystallography; Optoelectronics; Computer science; Engineering; Parallel computing","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":[0.00004482255,0.0001291907,0.0001750781,0.0003007526,0.00005110596,0.00003250642,0.00009430219,0.0001876561,0.00002195263],"category_scores_gemma":[0.00002287215,0.0001373047,0.000004215959,0.0002969638,0.00006119684,0.00009483493,0.00003937188,0.0001299205,0.000006462657],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005694036,"about_ca_system_score_gemma":0.00001263568,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009626917,"about_ca_topic_score_gemma":0.00003959565,"domain_scores_codex":[0.9992667,0.00002323271,0.0002562887,0.0002488451,0.00005658101,0.0001483457],"domain_scores_gemma":[0.9996739,0.00002687982,0.00003088485,0.0002177142,0.00002371253,0.00002688389],"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":[0.00003205086,0.00001526646,0.001686768,0.00003101865,0.0000130669,0.000001258359,0.0002185758,0.001048207,0.9507797,0.005096136,0.00005658065,0.04102131],"study_design_scores_gemma":[0.0006919957,0.00006856306,0.02479448,0.00005362776,0.000009508653,0.00000438382,0.00008450024,0.005144146,0.9487379,0.01073049,0.009424261,0.0002561265],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9904771,0.0002442105,0.007294835,0.001033444,0.0002186707,0.0003170224,0.00003426059,0.0002313212,0.0001491474],"genre_scores_gemma":[0.9948587,0.00008663606,0.004634872,0.0001881302,0.00001947548,0.00007670857,0.00005436816,0.00001193946,0.00006917871],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04076518,"threshold_uncertainty_score":0.5599123,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007327633238806119,"score_gpt":0.2363771411942237,"score_spread":0.2290495079554176,"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."}}