{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001292487,0.00008234,0.0001119318,0.00005793871,0.00003636138,0.00001178204,0.0000646708,0.00008022662,0.00002703091],"category_scores_gemma":[0.00004212755,0.00007596469,0.00004077943,0.0002184838,0.00007162831,0.00000858953,0.0001012374,0.00002275707,0.000006303108],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000004196047,"about_ca_system_score_gemma":0.00002520483,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001624565,"about_ca_topic_score_gemma":0.00003237206,"domain_scores_codex":[0.9993955,0.00003115453,0.0001378525,0.0002359573,0.00009088861,0.0001086578],"domain_scores_gemma":[0.9995988,0.00001078524,0.00005607631,0.0002377626,0.00006000851,0.00003657087],"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":[0.00001363758,0.00004144932,0.001787524,0.00003682745,0.00002041408,1.177325e-7,0.00003037137,0.00002040934,0.9958713,0.0006007385,0.001178322,0.0003989126],"study_design_scores_gemma":[0.0002065758,0.0001402328,0.006800132,0.000004917667,0.00001155759,8.107903e-7,0.0000645387,0.0002520787,0.9886453,0.00006864638,0.003713903,0.00009129029],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984553,0.000343956,0.0004076879,0.0002313121,0.00007445074,0.0001294985,0.00001399917,0.00001887762,0.0003248736],"genre_scores_gemma":[0.9975364,0.001134117,0.00004335338,0.0001202119,0.00007227237,0.00001272389,0.0001660838,0.00001199018,0.0009028742],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007225961,"threshold_uncertainty_score":0.309775,"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."}}