{"id":"W4415213415","doi":"10.1002/aenm.202502564","title":"Integrated Carbon Dioxide Capture and Electrochemical Conversion: Chemistry, Electrode and Electrolyzer Design, and Economic Viability","year":2025,"lang":"en","type":"article","venue":"Advanced Energy Materials","topic":"CO2 Reduction Techniques and Catalysts","field":"Energy","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Electrochemistry; Electrolysis; Carbon dioxide; Carbonation; Renewable energy; Electrochemical cell; Carbon fibers","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":[0.0001519683,0.000263326,0.0003881822,0.00005011192,0.00007279423,0.0000484221,0.00008896987,0.0001997792,0.00008180867],"category_scores_gemma":[0.00002920146,0.0002516284,0.00002587433,0.0000887327,0.0001315988,0.00009428545,0.00008340894,0.0001033769,3.867591e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001563106,"about_ca_system_score_gemma":0.00006475055,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001110805,"about_ca_topic_score_gemma":0.00003176665,"domain_scores_codex":[0.9987189,0.00007601639,0.0002895423,0.0005456015,0.00005559628,0.0003143389],"domain_scores_gemma":[0.9994762,0.00005862981,0.0000827074,0.0002540427,0.00003966347,0.00008874999],"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":[0.0003045108,0.00001218215,0.00001539704,0.00004489005,0.00004274948,0.000001524319,0.0000126346,0.00001759954,0.99463,0.002428482,0.00005032889,0.002439637],"study_design_scores_gemma":[0.000481382,0.00004788945,0.00003212936,0.00002085344,0.00003938369,0.00004056343,0.00001902269,0.0001504148,0.9803864,0.006947497,0.0116065,0.0002279093],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9951863,0.001255566,0.00208347,0.0002232979,0.0001062228,0.0001277111,0.000004455661,0.0001887515,0.0008242744],"genre_scores_gemma":[0.9967689,0.001231491,0.000870246,0.0001296199,0.00004954337,0.00008842078,0.00004913678,0.0000234829,0.0007891441],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01424361,"threshold_uncertainty_score":0.9999936,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003091760994050352,"score_gpt":0.2055763455105637,"score_spread":0.2024845845165134,"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."}}