{"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":"codex-gemma-dda1882f352a","candidate_categories":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0008546677,0.0002268432,0.0002698697,0.0004631609,0.0002372059,0.00005727695,0.0007630149,0.001348377,0.0003939209],"category_scores_gemma":[0.0004852409,0.0002048957,0.0001429501,0.0003727267,0.0002896335,0.00001648546,0.00008481066,0.001380962,0.00008414652],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007638439,"about_ca_system_score_gemma":0.0001781553,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003803874,"about_ca_topic_score_gemma":0.00000920725,"domain_scores_codex":[0.9981992,0.0001319871,0.0005785744,0.0003780893,0.000169902,0.000542251],"domain_scores_gemma":[0.9989056,0.000007349006,0.0002788443,0.0005593484,0.0001131455,0.0001357091],"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":[0.0001520598,0.0002999374,0.0007577632,0.000003656601,0.00003877192,0.0001450692,0.00003738353,0.000006526363,0.8578569,0.002116937,0.02547608,0.1131089],"study_design_scores_gemma":[0.0009216191,0.0007588609,0.001794678,0.00001311222,0.000008373862,0.004287769,0.00009553511,0.00001557555,0.3894888,0.005810294,0.5965637,0.0002416428],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7688005,0.02163735,0.01187677,0.1929243,0.001387006,0.0004622463,0.00001507381,0.000157169,0.002739609],"genre_scores_gemma":[0.9845345,0.006784297,0.004892894,0.002172349,0.0005421108,0.000005359914,0.000006108309,0.00001888566,0.001043485],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5710876,"threshold_uncertainty_score":0.9999481,"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."}}