{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001454954,0.00009865752,0.0001529598,0.00005096804,0.00001711104,0.000003480947,0.00006993541,0.0001339681,0.000003532626],"category_scores_gemma":[0.00002463313,0.00009297087,0.00003579861,0.00003820273,0.0000605803,0.000001959755,0.00003766547,0.00003209234,0.000002022246],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000004075871,"about_ca_system_score_gemma":0.00001406376,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009972217,"about_ca_topic_score_gemma":0.000003223255,"domain_scores_codex":[0.9993548,0.0000599034,0.0002085025,0.0002412805,0.00001663199,0.0001188986],"domain_scores_gemma":[0.9996231,8.728174e-7,0.00008944871,0.0002143785,0.00003897971,0.0000332231],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00003669924,0.00001580635,0.001258019,0.0000383925,0.00004266539,5.064017e-7,0.00003787863,0.00001469045,0.996,0.001594536,0.00001949279,0.0009413423],"study_design_scores_gemma":[0.0002694469,0.0002283553,0.002103193,0.00000893549,0.00001796735,0.00004035967,0.00002761152,0.00002877344,0.9915324,0.00004329427,0.005579886,0.0001197708],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9925645,0.002072207,0.004332031,0.00001024494,0.0004204719,0.0001435639,0.0000148166,0.000008949057,0.00043321],"genre_scores_gemma":[0.9987545,0.0003011604,0.000655792,0.00002712881,0.0000967064,0.00001158622,0.00005176674,0.00001178524,0.0000895466],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006190022,"threshold_uncertainty_score":0.3791242,"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."}}