{"id":"W4416717545","doi":"10.1021/acscatal.5c04079","title":"Engineering a Formic Acid Reductase","year":2025,"lang":"en","type":"article","venue":"ACS Catalysis","topic":"CO2 Reduction Techniques and Catalysts","field":"Energy","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"IONICS Mass Spectrometry (Canada)","funders":"Max-Planck-Gesellschaft; Bundesministerium für Bildung und Forschung","keywords":"Formate; Formic acid; Formate dehydrogenase; Bioconversion; Hydrolysis; Biocatalysis; Enzyme; Catalysis","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":[0.0003417489,0.0003829415,0.0002730185,0.0002083172,0.0001848688,0.0006510243,0.0005021543,0.000646768,0.001187434],"category_scores_gemma":[0.0002471233,0.0002560042,0.0003022916,0.0002437345,0.0002542061,0.0002906071,0.0003961241,0.0008493047,0.001086038],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000548651,"about_ca_system_score_gemma":0.0003742479,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008691508,"about_ca_topic_score_gemma":0.0009379957,"domain_scores_codex":[0.9996659,0.00004829017,0.00004910099,0.00007542275,0.0001087409,0.00005266481],"domain_scores_gemma":[0.9998636,0.00002048063,0.00003179946,0.00002225485,0.00002692438,0.00003490603],"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":[0.00001834071,0.00002641407,0.00006474465,0.00001991568,0.000003953794,0.0000426958,0.00001083354,0.0001059365,0.998046,0.0002670873,0.00008213836,0.001311836],"study_design_scores_gemma":[0.000008222379,0.00005965624,0.0002758708,0.000002204892,0.000007120316,0.0001269996,0.0000121217,0.001382339,0.9917561,0.00004952453,0.006313593,0.000006292286],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8704789,0.001265626,0.1153022,0.001375721,0.0003411502,0.0002772587,0.001842903,0.001272355,0.007843919],"genre_scores_gemma":[0.9128329,0.001021911,0.06836912,0.0002069262,0.00002976677,0.00009285589,0.002759613,0.0002515084,0.01443541],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001187434,"threshold_uncertainty_score":0.003980696,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00512717484173825,"score_gpt":0.2264817114953801,"score_spread":0.2213545366536419,"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."}}