{"id":"W4416111126","doi":"10.2139/ssrn.5735871","title":"Landfill gas loading ramp-up strategies: acclimatization optimization and long-term oxidation capacity of methane oxidation biosystems","year":2025,"lang":"","type":"preprint","venue":"SSRN Electronic Journal","topic":"Landfill Environmental Impact Studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Methane; Acclimatization; Anaerobic oxidation of methane; Greenhouse gas; Landfill gas; Volumetric flow rate; Exponential function; Methane gas","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003127172,0.0005056501,0.0004666225,0.0002766731,0.000246861,0.0006951076,0.0003584443,0.0004096544,0.002047433],"category_scores_gemma":[0.0003543369,0.0001301402,0.000517617,0.0004152293,0.0001856968,0.0006966215,0.0004787883,0.0003803576,0.0003208873],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006239807,"about_ca_system_score_gemma":0.0003486327,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00190767,"about_ca_topic_score_gemma":0.002213553,"domain_scores_codex":[0.9998186,0.00002054724,0.00001399854,0.0000470655,0.00003794246,0.00006192941],"domain_scores_gemma":[0.9998795,0.00002720527,0.00002891074,0.00001589352,0.00002875794,0.00001973742],"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":[0.001428711,0.0003837081,0.002745559,0.0001677094,0.0000359669,0.00006258548,0.00006143347,0.01166414,0.9621188,0.0001317311,0.0001397062,0.02105984],"study_design_scores_gemma":[0.00001439956,0.001204905,0.01146283,0.000009890587,0.00006259198,0.00002418585,0.0001229133,0.01719122,0.9691175,0.0001105208,0.0006582114,0.00002079676],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973286,0.0003080933,0.001543361,0.00003442411,0.000008127713,0.00001307691,0.0001375546,0.00004406855,0.0005826996],"genre_scores_gemma":[0.9988056,0.0001152881,0.0005633027,0.000007263793,0.000001728174,0.00001016666,0.0001233705,0.000007080149,0.0003661358],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002047433,"threshold_uncertainty_score":0.006849289,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01579090446243723,"score_gpt":0.2576980483942089,"score_spread":0.2419071439317717,"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."}}