{"id":"W2067373391","doi":"10.1016/j.nbt.2011.11.002","title":"How to turn industrial biotechnology into reality","year":2011,"lang":"en","type":"article","venue":"New Biotechnology","topic":"Microbial Metabolic Engineering and Bioproduction","field":"Biochemistry, Genetics and Molecular Biology","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"Innovation Cluster (Canada)","funders":"Bundesministerium für Verbraucherschutz, Ernährung und Landwirtschaft; Bundesministerium für Bildung, Wissenschaft und Forschung; Federalno Ministarstvo Obrazovanja i Nauke; Bundesministerium für Wissenschaft und Forschung; Ministerium für Innovation, Wissenschaft und Forschung des Landes Nordrhein-Westfalen; Bundesministerium für Ernährung und Landwirtschaft; Bundesministerium für Bildung und Forschung","keywords":"Production (economics); Flexibility (engineering); Business; Sustainability; Raw material; Value chain; Renewable energy; Value (mathematics); Chemical industry; Industrial organization; Commerce; Natural resource economics; Engineering; Economics; Supply chain; Marketing; Computer science; Chemistry","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":[0.007898428,0.001493473,0.001130081,0.001382739,0.003760089,0.009534776,0.001730657,0.009597375,0.01883112],"category_scores_gemma":[0.01189866,0.0007146019,0.001118687,0.0006786773,0.02029353,0.02608596,0.006914183,0.0155137,0.008951159],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003411902,"about_ca_system_score_gemma":0.00609783,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002339644,"about_ca_topic_score_gemma":0.002102507,"domain_scores_codex":[0.9956994,0.001451093,0.0001687225,0.0004607521,0.001692239,0.0005278583],"domain_scores_gemma":[0.9937462,0.002603024,0.0002973278,0.0009832185,0.001450979,0.0009193379],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006262241,0.0001505764,0.0001265985,0.0003650611,0.00004615876,0.0001784384,0.0008149929,0.0006442905,0.001039411,0.8727525,0.08804716,0.03577206],"study_design_scores_gemma":[0.0000367655,0.00003495485,0.00009368679,0.0001864199,0.00001411177,0.00007524592,0.0008650352,0.0004094653,0.0004397477,0.6839874,0.3138176,0.00003953563],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.003426669,0.04216817,0.06122135,0.7059326,0.03694258,0.00007329231,0.00009748383,0.0008546896,0.1492832],"genre_scores_gemma":[0.3457472,0.06620514,0.1059231,0.328379,0.023772,0.0007295761,0.0003054187,0.001173698,0.1277649],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01883112,"threshold_uncertainty_score":0.06299633,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02840480836594225,"score_gpt":0.2274670004059552,"score_spread":0.199062192040013,"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."}}