{"id":"W1970961051","doi":"10.1007/s10529-006-9114-7","title":"Supersaturation of Dissolved H2 and CO2 During Fermentative Hydrogen Production with N2 Sparging","year":2006,"lang":"en","type":"article","venue":"Biotechnology Letters","topic":"Catalysts for Methane Reforming","field":"Chemical Engineering","cited_by":100,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Sparging; Supersaturation; Fermentative hydrogen production; Chemistry; Hydrogen; Hydrogen production; Environmental chemistry; Organic chemistry; Biohydrogen","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00005476232,0.000126392,0.0001658972,0.0001746189,0.00005098899,0.000003574808,0.00006824858,0.0001205342,0.000002361283],"category_scores_gemma":[0.0000251277,0.0001094216,0.00002532949,0.0002178969,0.0001684477,0.0001341786,0.00003983775,0.0001703177,0.000001436695],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009719563,"about_ca_system_score_gemma":0.000003650075,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001393354,"about_ca_topic_score_gemma":0.0000229801,"domain_scores_codex":[0.9992788,0.000007450396,0.0001723029,0.0002453811,0.000100527,0.0001955237],"domain_scores_gemma":[0.9997048,0.00001101589,0.00008389877,0.0001700532,0.00001351239,0.00001671321],"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":[0.00003287215,0.00001146176,0.001636754,0.00005088965,0.00003764064,0.000007348331,0.0001190346,0.000400983,0.9972932,0.0001681992,0.000002485835,0.0002391286],"study_design_scores_gemma":[0.000358233,0.00001802737,0.002151868,0.00004757084,0.00003067628,0.00007506934,0.0001602684,0.0002331638,0.9967602,0.00001307417,0.00002208459,0.0001297801],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9965706,0.00006391895,0.0005825614,0.002378697,0.00003719245,0.0001616148,0.000002748816,0.0001862604,0.00001643092],"genre_scores_gemma":[0.9989696,0.00000678938,0.0008785223,0.00001190824,0.00004720501,0.00001237553,0.00002232602,0.0000200774,0.00003117935],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002399042,"threshold_uncertainty_score":0.4462085,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00368027503531562,"score_gpt":0.1833259802461771,"score_spread":0.1796457052108615,"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."}}