{"id":"W4251708995","doi":"10.1042/bio_2021_143","title":"Biochemical Society 2022 Award winners","year":2021,"lang":"en","type":"article","venue":"The Biochemist","topic":"Enzyme Structure and Function","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Political science; Engineering ethics; Environmental ethics; Engineering; Philosophy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008002052,0.00292107,0.001521492,0.002795189,0.002761924,0.012408,0.002356919,0.006815658,0.2455147],"category_scores_gemma":[0.008611606,0.0007607496,0.001672253,0.001781693,0.0007001464,0.003473528,0.007916173,0.004111497,0.2628032],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002630245,"about_ca_system_score_gemma":0.009290338,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00134193,"about_ca_topic_score_gemma":0.002988842,"domain_scores_codex":[0.9933884,0.0004605147,0.0003299451,0.0005042274,0.003477439,0.001839475],"domain_scores_gemma":[0.9845833,0.0002129888,0.0003763929,0.0005293135,0.005293476,0.009004599],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009278087,0.00005978809,0.0002501238,0.0001504979,0.0000159867,0.0001138224,0.00001966076,0.00005634076,0.0005407186,0.002283385,0.9500921,0.04632491],"study_design_scores_gemma":[0.00002346397,0.00006185773,0.0005117477,0.00005943079,0.000006192404,0.0001092719,0.00004066731,0.00007572761,0.0002101363,0.001007207,0.9978817,0.00001248127],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"other","genre_scores_codex":[0.007667842,0.02011908,0.004885558,0.09985059,0.5203471,0.0009276475,0.01257648,0.003580765,0.330045],"genre_scores_gemma":[0.01578978,0.01286542,0.003262551,0.01625039,0.03944112,0.0007309366,0.01671176,0.001408784,0.8935392],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.2455147,"threshold_uncertainty_score":0.8213284,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007212633282356301,"score_gpt":0.2184573878257377,"score_spread":0.2112447545433814,"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."}}