{"id":"W4416865575","doi":"10.2139/ssrn.5840271","title":"Design considerations for methane oxidation biosystems: insights from recent laboratory and field investigations","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; Anaerobic oxidation of methane; Moisture; Biofilter; Greenhouse gas; Field (mathematics)","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":[0.004811131,0.0009593341,0.001100227,0.0006679247,0.001197489,0.003185188,0.001746516,0.002302055,0.003483401],"category_scores_gemma":[0.005322389,0.0005595466,0.0005515395,0.0007068521,0.001718053,0.00183155,0.00109783,0.002001473,0.001101356],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002075531,"about_ca_system_score_gemma":0.002257267,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001836588,"about_ca_topic_score_gemma":0.003877077,"domain_scores_codex":[0.9975483,0.000849354,0.0001076555,0.0003216767,0.0009714434,0.0002016436],"domain_scores_gemma":[0.9965444,0.001899446,0.000283441,0.0003313879,0.0007983359,0.0001429961],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001080162,0.001012358,0.009537794,0.004321864,0.0001838168,0.0008679532,0.001090529,0.1210952,0.513606,0.08771761,0.003097628,0.2563892],"study_design_scores_gemma":[0.0003335515,0.008353991,0.006445013,0.0003360127,0.0003811331,0.001307871,0.002516842,0.1561456,0.5689777,0.1443333,0.1106423,0.0002267351],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"review","genre_scores_codex":[0.3618766,0.01681869,0.5771869,0.008958353,0.0003988003,0.0006428164,0.0004680353,0.0008685254,0.03278118],"genre_scores_gemma":[0.8155836,0.008070509,0.167421,0.0009362596,0.00011445,0.0004507872,0.0003614379,0.0002137649,0.00684814],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.004811131,"threshold_uncertainty_score":0.02544403,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02736554414775589,"score_gpt":0.2607905711015709,"score_spread":0.2334250269538151,"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."}}