{"id":"W3036229222","doi":"10.1038/s41929-020-0469-2","title":"Cycling back to biocatalysis","year":2020,"lang":"en","type":"article","venue":"Nature Catalysis","topic":"Biochemical and Structural Characterization","field":"Biochemistry, Genetics and Molecular Biology","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Biocatalysis; Peptide; Chemistry; Enzyme; Catalysis; Biochemistry; Combinatorial chemistry; Biochemical engineering; Engineering; Reaction mechanism","routes":{"ca_aff":true,"ca_fund":true,"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":[0.000350609,0.0006968327,0.0005850518,0.0004279865,0.0005632862,0.001970031,0.001053895,0.00104581,0.01141213],"category_scores_gemma":[0.0009159445,0.0004875463,0.0004388769,0.0003801126,0.0008891505,0.002693918,0.001057283,0.003051375,0.005221956],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001196672,"about_ca_system_score_gemma":0.0006942562,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001330312,"about_ca_topic_score_gemma":0.001160594,"domain_scores_codex":[0.9994848,0.0000369736,0.00002768965,0.0001389914,0.0001966531,0.0001150384],"domain_scores_gemma":[0.9997584,0.00003932382,0.00001401662,0.00008240666,0.00007563026,0.00003014039],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004412659,0.0002171149,0.0008288323,0.0005998284,0.00009308034,0.0006869642,0.0004692185,0.0008889622,0.8314469,0.06617496,0.0155614,0.08259138],"study_design_scores_gemma":[0.0000290269,0.0001925169,0.000382635,0.00004896844,0.00002851345,0.0003828284,0.0002121555,0.002490293,0.8607996,0.02348911,0.111905,0.00003935303],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.6081848,0.01809549,0.1329157,0.01712547,0.009712991,0.0004545994,0.002340364,0.006022226,0.2051484],"genre_scores_gemma":[0.927883,0.003747944,0.005783561,0.002312293,0.0001792653,0.00007754444,0.0009600959,0.00059991,0.05845631],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.01141213,"threshold_uncertainty_score":0.03817731,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006529395296051258,"score_gpt":0.2318822970019422,"score_spread":0.2253529017058909,"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."}}