{"id":"W4392582570","doi":"10.5194/egusphere-egu24-8005","title":"Methane emissions at buried abandoned wells in Northern Germany: sampling strategies, pitfalls, and silver linings","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Methane Hydrates and Related Phenomena","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Methane; Sampling (signal processing); Methane emissions; Environmental science; Environmental protection; Engineering; Chemistry; Telecommunications","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006523426,0.0004468888,0.0003875702,0.001249089,0.000735739,0.0007033941,0.0004712471,0.000393153,0.0004079585],"category_scores_gemma":[0.000698709,0.0002137927,0.0003166349,0.002390003,0.0007256859,0.0004703164,0.0005987058,0.0001875821,0.000170232],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001381897,"about_ca_system_score_gemma":0.0008071428,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06091004,"about_ca_topic_score_gemma":0.1987251,"domain_scores_codex":[0.9994408,0.00008106973,0.0000397365,0.0001373905,0.0001659285,0.0001349274],"domain_scores_gemma":[0.9995552,0.00009776833,0.0001586527,0.00003684673,0.0001161392,0.00003547329],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006343167,0.0001644457,0.8523354,0.0005647454,0.0001435284,0.005111557,0.009656419,0.006942872,0.0550755,0.0004698299,0.000721443,0.06817996],"study_design_scores_gemma":[0.000006194906,0.0001886527,0.9642575,0.0001147072,0.0001237508,0.0009287567,0.00926785,0.003238759,0.01756922,0.0002555136,0.003986264,0.00006283932],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9967435,0.0004566408,0.001438963,0.00004101646,0.000003550567,0.00002141493,0.0004451949,0.00001757589,0.0008321679],"genre_scores_gemma":[0.9953447,0.0004884116,0.002916769,0.00001906945,0.000003316192,0.00002458013,0.0005533395,0.000008065394,0.0006416638],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06091004,"threshold_uncertainty_score":0.121111,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02012790610763355,"score_gpt":0.2641121461093422,"score_spread":0.2439842400017087,"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."}}