{"id":"W4256157820","doi":"10.21203/rs.3.rs-312009/v1","title":"Biological elimination of a high concentration of hydrogen sulfide from landfill biogas","year":2021,"lang":"en","type":"preprint","venue":"Research Square","topic":"Odor and Emission Control Technologies","field":"Chemical Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Sherbrooke","funders":"Natural Sciences and Engineering Research Council of Canada; Mitacs","keywords":"Hydrogen sulfide; Biogas; Waste management; Sulfide; Environmental science; Chemistry; Environmental chemistry; Engineering; Sulfur; Organic chemistry","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":[0.0004774109,0.0001630043,0.0004878008,0.0001534115,0.00003272942,0.00002262558,0.0004181647,0.0006781187,0.000345071],"category_scores_gemma":[0.002596752,0.0001347632,0.0001655335,0.0002785685,0.0001578758,0.0000417901,0.0007221471,0.0008103922,0.000005850582],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001059509,"about_ca_system_score_gemma":0.0001226968,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001244395,"about_ca_topic_score_gemma":0.00001157926,"domain_scores_codex":[0.9980639,0.0001618236,0.000447064,0.000404045,0.0006202961,0.0003028604],"domain_scores_gemma":[0.9979767,0.0006661197,0.000141314,0.0005343026,0.0006087794,0.00007283864],"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":[0.0001245542,0.0001795137,0.003474836,0.000426424,0.0001325839,0.00001938336,0.0002582048,0.001786296,0.9824191,0.003687843,0.0001867638,0.007304464],"study_design_scores_gemma":[0.0005448413,0.0001033091,0.003872897,0.0007689456,0.00001654634,5.179839e-7,0.0006602217,0.008879876,0.9813493,0.003430183,0.0002154433,0.000157851],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9951666,0.002025562,0.001174063,0.0004522111,0.00007995889,0.0003112328,0.0003502594,0.0001222325,0.0003178974],"genre_scores_gemma":[0.9972553,0.0008700394,0.0008059317,0.000002894877,0.00008574715,0.00004951776,0.0008772066,0.00001573787,0.00003761034],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007146614,"threshold_uncertainty_score":0.5495482,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06648015524623639,"score_gpt":0.3493597429291964,"score_spread":0.28287958768296,"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."}}