{"id":"W3034483943","doi":"10.17504/protocols.io.bfsdjna6","title":"Buffers for Use in Biological Systems v1","year":2020,"lang":"en","type":"preprint","venue":"","topic":"Enzyme Catalysis and Immobilization","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Buffer (optical fiber); Cofactor; Function (biology); Computer science; Biochemical engineering; Chemistry; Combinatorial chemistry; Biological system; Biochemistry; Enzyme; Biology; Cell biology; Engineering","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":[0.001878364,0.002363922,0.001821484,0.002571802,0.001166381,0.001951842,0.002465159,0.00159983,0.09296941],"category_scores_gemma":[0.005783124,0.001397975,0.0008916206,0.002013792,0.0005142873,0.002179284,0.002045867,0.002570863,0.08002701],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005161471,"about_ca_system_score_gemma":0.001175264,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005802114,"about_ca_topic_score_gemma":0.0005022556,"domain_scores_codex":[0.9986839,0.0002559533,0.0001603942,0.0002565085,0.0005135662,0.0001296634],"domain_scores_gemma":[0.9985454,0.0004162195,0.0001021482,0.0004470385,0.00037453,0.0001147686],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001577267,0.0003228513,0.0008587842,0.00840454,0.0001952209,0.0009168458,0.0006062487,0.001823909,0.3931448,0.03779927,0.1849842,0.3693662],"study_design_scores_gemma":[0.0001781413,0.0002168487,0.0004595585,0.0004680463,0.00007507854,0.0009758858,0.00007057034,0.001184865,0.1610921,0.009577528,0.8256208,0.00008063151],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"dataset","genre_scores_codex":[0.01470415,0.02634736,0.7405167,0.00148518,0.004997474,0.003512591,0.03971652,0.0795624,0.08915765],"genre_scores_gemma":[0.06415647,0.03111062,0.6252179,0.001862715,0.0008788747,0.01816195,0.1055985,0.02603114,0.1269819],"genre_candidate":"dataset","genre_consensus":null,"teacher_disagreement_score":0.09296941,"threshold_uncertainty_score":0.3110137,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06043584505609554,"score_gpt":0.2854342871959376,"score_spread":0.224998442139842,"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."}}