{"id":"W4401958714","doi":"10.1038/s44160-024-00621-6","title":"Upgrading carbon monoxide to bioplastics via integrated electrochemical reduction and biosynthesis","year":2024,"lang":"en","type":"article","venue":"Nature Synthesis","topic":"CO2 Reduction Techniques and Catalysts","field":"Energy","cited_by":42,"is_retracted":false,"has_abstract":false,"ca_institutions":"Canadian Light Source (Canada); University of Saskatchewan","funders":"Advanced Research Projects Agency - Energy; Ministry of Trade, Industry and Energy; Korea Institute of Energy Technology Evaluation and Planning; Research Corporation for Science Advancement; U.S. Department of Energy","keywords":"Bioplastic; Electrolyte; Bioreactor; Chemical engineering; Electrochemistry; Sodium acetate; Chemistry; Materials science; Electrode; Chromatography; Organic chemistry; Waste management","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":[0.0002191665,0.0004314415,0.0003268116,0.0003277302,0.0001728522,0.0006923262,0.0003388357,0.0004509072,0.0005386103],"category_scores_gemma":[0.0002109866,0.0002124688,0.0002711758,0.0004025033,0.0002261989,0.0005640414,0.0003659682,0.000735131,0.0004137833],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005433511,"about_ca_system_score_gemma":0.0003672088,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008492707,"about_ca_topic_score_gemma":0.002245526,"domain_scores_codex":[0.9997972,0.000017252,0.00001546576,0.00005304972,0.00008191683,0.00003522447],"domain_scores_gemma":[0.9999387,0.00001105605,0.00000985572,0.00001266213,0.00001760827,0.000009995185],"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":[0.00003586137,0.00003612492,0.00009615369,0.00007502496,0.000008725597,0.00004323736,0.00001400898,0.0003822718,0.9893847,0.0005076136,0.00006754683,0.009348698],"study_design_scores_gemma":[0.000004099147,0.00004966958,0.0003653445,0.000006204717,0.000006844672,0.00003959615,0.00000975468,0.00146404,0.9949983,0.0000873434,0.002963291,0.000005396641],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9085569,0.009696028,0.06816029,0.0004529706,0.0004046081,0.0001102256,0.0003903038,0.0006582097,0.01157046],"genre_scores_gemma":[0.9643943,0.003924459,0.02525934,0.00008370439,0.00002473681,0.00003719911,0.0002868635,0.00006481982,0.005924542],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0008492707,"threshold_uncertainty_score":0.00394237,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004295322582705332,"score_gpt":0.2294990118866925,"score_spread":0.2252036893039872,"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."}}