{"id":"W3154713462","doi":"10.1007/s41918-021-00100-y","title":"Electrolyzer and Catalysts Design from Carbon Dioxide to Carbon Monoxide Electrochemical Reduction","year":2021,"lang":"en","type":"article","venue":"Electrochemical Energy Reviews","topic":"CO2 Reduction Techniques and Catalysts","field":"Energy","cited_by":45,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"National Natural Science Foundation of China","keywords":"Electrochemical reduction of carbon dioxide; Electrolysis; Carbon monoxide; Catalysis; Electrochemistry; Redox; Nanotechnology; Materials science; Chemical engineering; Chemistry; Electrode; Inorganic chemistry; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003107385,0.0006177239,0.00106102,0.0001526426,0.00009599118,0.00005823277,0.0003440335,0.0004022755,0.00006911657],"category_scores_gemma":[0.0003687839,0.0006108538,0.0002901129,0.001092858,0.00007132514,0.0001012179,0.0001667923,0.0005590849,0.00001426475],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004499092,"about_ca_system_score_gemma":0.000183313,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001574764,"about_ca_topic_score_gemma":0.0001606676,"domain_scores_codex":[0.996002,0.000333448,0.0009174962,0.001389713,0.0003970298,0.000960365],"domain_scores_gemma":[0.9980493,0.00009644891,0.0002219754,0.0009449403,0.0001754863,0.0005118026],"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":[0.0001326394,0.0000886686,0.000005373899,0.00001932937,0.00008819368,0.00001220759,0.00005327412,0.000002908818,0.9771494,0.001081106,0.001029594,0.02033728],"study_design_scores_gemma":[0.0002737135,0.0001128065,0.00000627996,0.00008197502,0.0001472257,0.0002646264,0.000009576468,0.0001219256,0.8852021,0.003304273,0.1098852,0.0005902745],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7608263,0.1924516,0.0244562,0.003761045,0.0005806969,0.001307444,0.000006386588,0.001620368,0.01498994],"genre_scores_gemma":[0.9588763,0.02347081,0.009934857,0.001207569,0.001657689,0.001022136,0.0005157414,0.0002168084,0.003098053],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.19805,"threshold_uncertainty_score":0.9996343,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01316301893862681,"score_gpt":0.2387056134963471,"score_spread":0.2255425945577203,"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."}}