{"id":"W4242439596","doi":"10.1002/biot.200990041","title":"In this issue: Biotechnology Journal 5/2009","year":2009,"lang":"en","type":"article","venue":"Biotechnology Journal","topic":"Protein purification and stability","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Bioprocess; Adsorption; Acetophenone; Biocatalysis; Chemistry; Alcohol dehydrogenase; In silico; Filtration (mathematics); Chromatography; Chemical engineering; Desorption; Catalysis; Organic chemistry; Enzyme; Biochemistry; Engineering","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001120951,0.001456248,0.001028018,0.002188599,0.001050134,0.006712178,0.001445898,0.002868911,0.3457198],"category_scores_gemma":[0.002701934,0.0005143753,0.0006589461,0.0009353497,0.0005180793,0.002585647,0.001218703,0.002562721,0.2300057],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001177693,"about_ca_system_score_gemma":0.001128714,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007075436,"about_ca_topic_score_gemma":0.001718538,"domain_scores_codex":[0.9993804,0.00004085761,0.00005212459,0.00007998144,0.0003576669,0.00008895396],"domain_scores_gemma":[0.9976712,0.0002284367,0.0002045899,0.0001942685,0.0009744303,0.0007271295],"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":[0.0001262562,0.0001323711,0.000204941,0.0002805084,0.00001228101,0.0001335734,0.00001223648,0.00005093727,0.002402168,0.0009421146,0.9221835,0.07351926],"study_design_scores_gemma":[0.00001705748,0.00003616469,0.000614141,0.000116668,0.000008352018,0.00007550333,0.00002563952,0.00008560757,0.001010613,0.0004308615,0.9975722,0.000007085535],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.003042525,0.02824245,0.002436898,0.06241094,0.4793701,0.0002849143,0.003169029,0.002437533,0.4186057],"genre_scores_gemma":[0.007104564,0.01607807,0.001307624,0.01186591,0.05084965,0.00005294074,0.004079851,0.0006363709,0.9080251],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.6542802,"threshold_uncertainty_score":0.9332513,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007111583583211357,"score_gpt":0.2575749922758147,"score_spread":0.2504634086926034,"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."}}