{"id":"W3154797408","doi":"10.1002/cssc.202100624","title":"Mechanoenzymology: State of the Art and Challenges towards Highly Sustainable Biocatalysis","year":2021,"lang":"en","type":"article","venue":"ChemSusChem","topic":"Enzyme Structure and Function","field":"Materials Science","cited_by":53,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Biochemical engineering; Green chemistry; Nanotechnology; Mechanochemistry; Biocatalysis; Conceptualization; Organocatalysis; Synthetic biology; Chemistry; Computer science; Catalysis; Materials science; Organic chemistry; Engineering; Reaction mechanism; Biology","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":[0.003299649,0.0005963944,0.0008058033,0.0008744844,0.0005425109,0.004142896,0.001072015,0.002258281,0.002438769],"category_scores_gemma":[0.001070426,0.0004458002,0.0003840961,0.001154204,0.003094496,0.005446626,0.001599681,0.002639051,0.001298647],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001132746,"about_ca_system_score_gemma":0.001480304,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003384097,"about_ca_topic_score_gemma":0.0006379985,"domain_scores_codex":[0.9993488,0.0001274502,0.00005103891,0.0001040809,0.0002721243,0.00009655823],"domain_scores_gemma":[0.9992555,0.0004011303,0.00008344418,0.00006603854,0.0001263547,0.00006746498],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001896865,0.0002453098,0.0007477537,0.01003217,0.00006879379,0.0006150214,0.0006414147,0.004998771,0.08957511,0.3465168,0.01626083,0.5301085],"study_design_scores_gemma":[0.00001967232,0.0003554038,0.0008890414,0.001432723,0.00002971234,0.0008259628,0.000819298,0.0053405,0.03498691,0.1884845,0.7667019,0.0001143412],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.01067785,0.9405358,0.02093762,0.01675713,0.0009328805,0.000019598,0.00005590176,0.0001189294,0.00996429],"genre_scores_gemma":[0.09361293,0.8863484,0.01190338,0.002099678,0.002156445,0.0000652272,0.00008130246,0.00004406886,0.003688614],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004142896,"threshold_uncertainty_score":0.01745045,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01405867783052819,"score_gpt":0.2097267935934927,"score_spread":0.1956681157629645,"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."}}