{"id":"W2104413400","doi":"10.1038/msb.2011.34","title":"Economics of membrane occupancy and respiro‐fermentation","year":2011,"lang":"en","type":"article","venue":"Molecular Systems Biology","topic":"Microbial Metabolic Engineering and Bioproduction","field":"Biochemistry, Genetics and Molecular Biology","cited_by":214,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Ontario Ministry of Research and Innovation; Natural Sciences and Engineering Research Council of Canada; Office of Science; Genome Canada; University of Toronto; U.S. Department of Energy","keywords":"Biology; Fermentation; Biochemistry; Oxidative phosphorylation; Cellular respiration; Bacteria; Respiratory chain; Cell biology; Biophysics; Mitochondrion; Genetics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0003363501,0.0002855225,0.0004404935,0.0001772202,0.0003722117,0.001265066,0.0005186704,0.000568217,0.001731503],"category_scores_gemma":[0.001641163,0.0002744602,0.0003404423,0.0002872118,0.0007961789,0.001044817,0.000763412,0.0004482338,0.0001450707],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001688566,"about_ca_system_score_gemma":0.000730145,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003550703,"about_ca_topic_score_gemma":0.002325447,"domain_scores_codex":[0.9998086,0.00004946909,0.000009120307,0.00002827565,0.00003670696,0.00006781546],"domain_scores_gemma":[0.9995064,0.0002273819,0.000108949,0.00003834553,0.00004466454,0.00007435566],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0004290529,0.00007435273,0.01020392,0.00009371105,0.00004197834,0.000348113,0.00006087296,0.8794731,0.05731717,0.0480785,0.0003392621,0.003539996],"study_design_scores_gemma":[0.00005843908,0.0001221346,0.006297237,0.00001207779,0.00002715589,0.00009263107,0.0001459773,0.9674034,0.01206484,0.01270415,0.001026269,0.00004583385],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9825044,0.0001776003,0.01228793,0.0004109943,0.00001643164,0.00001349288,0.0001230534,0.00002607676,0.00444],"genre_scores_gemma":[0.99879,0.00007120053,0.0007296422,0.0000138472,0.000001575035,0.00001157255,0.00002219417,0.000007156613,0.0003527619],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003550703,"threshold_uncertainty_score":0.0122515,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01232334387867591,"score_gpt":0.2127733056237023,"score_spread":0.2004499617450264,"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."}}