{"id":"W2770747874","doi":"10.1002/biot.201700539","title":"When Do Two‐Stage Processes Outperform One‐Stage Processes?","year":2017,"lang":"en","type":"review","venue":"Biotechnology Journal","topic":"Microbial Metabolic Engineering and Bioproduction","field":"Biochemistry, Genetics and Molecular Biology","cited_by":89,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"H2020 European Research Council; Bundesministerium für Verkehr, Innovation und Technologie; Bundesministerium für Bildung und Forschung","keywords":"Stage (stratigraphy); Biology; Paleontology","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":[0.006503191,0.0008474907,0.001610333,0.0008321072,0.000630933,0.004833193,0.001581462,0.002484668,0.003994],"category_scores_gemma":[0.01297559,0.0004851681,0.001062634,0.0010542,0.001220067,0.007043697,0.001724625,0.001440834,0.001359427],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001820223,"about_ca_system_score_gemma":0.001651428,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001483937,"about_ca_topic_score_gemma":0.00202748,"domain_scores_codex":[0.9969357,0.0006548956,0.0002062421,0.0007297609,0.001028735,0.0004446981],"domain_scores_gemma":[0.9925017,0.004012963,0.001389528,0.0006175022,0.001048681,0.0004296145],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.004143133,0.00146869,0.01714704,0.01080569,0.0006027533,0.0007567788,0.0005467885,0.067784,0.2140129,0.08210771,0.006717505,0.5939071],"study_design_scores_gemma":[0.000623511,0.01119914,0.03909744,0.002386205,0.001409475,0.001376417,0.002270541,0.2443908,0.3551137,0.1738615,0.1676467,0.0006245751],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.6373527,0.08937924,0.2161129,0.01086354,0.002053193,0.0006703827,0.0009587859,0.001380127,0.0412292],"genre_scores_gemma":[0.9252752,0.01599048,0.05312185,0.0009754876,0.0002314014,0.0001976753,0.0004978304,0.0002097147,0.003500275],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.006503191,"threshold_uncertainty_score":0.0343926,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04982745354388329,"score_gpt":0.3249040843729643,"score_spread":0.275076630829081,"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."}}