{"id":"W2137342740","doi":"10.1186/1472-6750-13-95","title":"Characterizing metabolic interactions in a clostridial co-culture for consolidated bioprocessing","year":2013,"lang":"en","type":"article","venue":"BMC Biotechnology","topic":"Biofuel production and bioconversion","field":"Engineering","cited_by":51,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Clostridium acetobutylicum; Bioprocess; Cellulosic ethanol; Biology; Clostridium; Enrichment culture; Microbiology; Biomass (ecology); Cellulose; Biochemistry; Food science; Butanol; Bacteria; Ethanol; Ecology","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":[0.001052926,0.001319322,0.001369754,0.0005944198,0.0007335263,0.001017036,0.0008209712,0.0008317996,0.0007022102],"category_scores_gemma":[0.0006038976,0.0003107681,0.0007473027,0.0009864457,0.0002963473,0.0005981509,0.001516211,0.001187554,0.0004878452],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007279005,"about_ca_system_score_gemma":0.001052455,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002628527,"about_ca_topic_score_gemma":0.004866505,"domain_scores_codex":[0.9982601,0.000211217,0.0001421633,0.0003832934,0.0007644218,0.0002386896],"domain_scores_gemma":[0.9993293,0.0001277262,0.0001197553,0.000076845,0.0002290078,0.0001174925],"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":[0.0001726465,0.0001957976,0.0008599107,0.00010534,0.00001814025,0.00008530985,0.00004218692,0.0002191179,0.9961376,0.00003075956,0.00008530236,0.002047878],"study_design_scores_gemma":[0.00003152457,0.001237109,0.01319642,0.00005421367,0.000121809,0.0003119794,0.0002493154,0.005375783,0.976214,0.00008956943,0.003069232,0.00004901423],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9863042,0.0009497608,0.008710559,0.0002350332,0.0001787552,0.0003233405,0.00160612,0.0001211589,0.0015712],"genre_scores_gemma":[0.9449915,0.001196261,0.04302065,0.0002803032,0.00007910198,0.0008620571,0.005233877,0.0001014311,0.00423495],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002628527,"threshold_uncertainty_score":0.005568504,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01925085412642585,"score_gpt":0.2561897783327432,"score_spread":0.2369389242063173,"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."}}