{"id":"W4412327118","doi":"","title":"Some Like It Cold: Stability, activity, and oligomerization of psychrophilic enzymes","year":2023,"lang":"en","type":"article","venue":"","topic":"Enzyme Catalysis and Immobilization","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"iNano Medical (Canada)","funders":"","keywords":"Psychrophile; Enzyme; Chemistry; Stability (learning theory); Biochemistry; Computer science","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":[0.0002550278,0.0003099278,0.0003319352,0.0001784476,0.000390968,0.001080231,0.0003025869,0.0004857669,0.001856267],"category_scores_gemma":[0.0004468891,0.0001960811,0.0004773827,0.0003136365,0.0004120916,0.001201671,0.0002541971,0.0007812972,0.0004161736],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005189382,"about_ca_system_score_gemma":0.0002934176,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008171436,"about_ca_topic_score_gemma":0.0009402502,"domain_scores_codex":[0.9999026,0.00001554105,0.000006091898,0.0000295854,0.00003076081,0.00001543547],"domain_scores_gemma":[0.9998868,0.00004194353,0.00003149351,0.00001157733,0.00001418348,0.00001402079],"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":[0.0007718783,0.0003876748,0.02886971,0.001725796,0.0002621058,0.0008160986,0.002124026,0.05237442,0.7235667,0.0965968,0.008502622,0.08400204],"study_design_scores_gemma":[0.0000973868,0.001199209,0.04312304,0.0004296716,0.0002445296,0.002253006,0.002298119,0.147493,0.6411756,0.06548199,0.09592822,0.0002761928],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9457511,0.02007055,0.01609765,0.003344608,0.000151856,0.00002017089,0.000471596,0.0002441277,0.01384827],"genre_scores_gemma":[0.9770268,0.009555878,0.008674205,0.0003405379,0.0000410798,0.00001462614,0.0004887095,0.00005853023,0.003799708],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001856267,"threshold_uncertainty_score":0.00620985,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01767317098898849,"score_gpt":0.2698415175391557,"score_spread":0.2521683465501672,"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."}}