{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001665639,0.00009496636,0.00008835649,0.000003506378,0.0001507185,0.00004965311,0.0001879031,0.00007537176,0.00110644],"category_scores_gemma":[0.00005396436,0.0000651295,0.0001015829,0.000144326,0.0001540752,0.00003053982,0.00009836107,0.0001063071,0.0001251599],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003620314,"about_ca_system_score_gemma":0.00006120645,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008946909,"about_ca_topic_score_gemma":0.000001085216,"domain_scores_codex":[0.9992661,0.00002121395,0.0001098188,0.000237865,0.0001792892,0.0001856881],"domain_scores_gemma":[0.9994663,0.00003207726,0.00003798209,0.0003577592,0.00005852126,0.0000473369],"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":[0.00000626107,0.000008412811,0.00002142259,0.00001041265,0.000006247285,0.000001593689,0.00009684795,0.000001025475,0.8686337,0.0001173276,0.1310144,0.00008228973],"study_design_scores_gemma":[0.0001192631,0.000005397617,0.00005599263,0.000005744007,0.00001556157,0.00002238239,0.0002346459,0.00001243944,0.9676746,0.00029571,0.0314657,0.00009259785],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9876842,0.0009817051,0.0002057318,0.002265165,0.0006304945,0.00004078693,0.0000198472,0.00008364627,0.008088438],"genre_scores_gemma":[0.9939312,0.00004361991,0.0009522683,0.0009921816,0.0006290438,0.000008032664,0.00004403956,0.00001192934,0.003387722],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09954871,"threshold_uncertainty_score":0.9998067,"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."}}