{"id":"W4366506629","doi":"10.11159/iceptp23.127","title":"Soil Gas Fluxes to Atmosphere: Soil Diffusion Parameters and Rainfall Effect","year":2023,"lang":"en","type":"article","venue":"Proceedings of the World Congress on Civil, Structural, and Environmental Engineering","topic":"Climate change and permafrost","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Atmosphere (unit); Environmental science; Soil science; Diffusion; Atmospheric sciences; Hydrology (agriculture); Geology; Meteorology; Geotechnical engineering; Physics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.0003629989,0.0006790529,0.0004385478,0.0006356724,0.0001426984,0.0004590984,0.0002882119,0.0006279516,0.001271983],"category_scores_gemma":[0.001267737,0.0002038887,0.0003613748,0.0008872688,0.0002811495,0.001030004,0.0003670073,0.0004303386,0.00020996],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003413084,"about_ca_system_score_gemma":0.0001778633,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003953371,"about_ca_topic_score_gemma":0.001592124,"domain_scores_codex":[0.999842,0.00002644284,0.000008455848,0.00006910929,0.00002499123,0.00002882468],"domain_scores_gemma":[0.9991449,0.0005541775,0.0001578291,0.00003574914,0.00006652116,0.00004083677],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00126918,0.0005704924,0.3367257,0.001602707,0.0007251112,0.001123013,0.0003816959,0.1795958,0.3770806,0.002207155,0.001694863,0.09702378],"study_design_scores_gemma":[0.0001271457,0.000441546,0.6834109,0.00007528186,0.0003749136,0.0005649638,0.0003173825,0.2457939,0.06228839,0.00240297,0.004031574,0.0001710308],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9818459,0.005131991,0.009479111,0.0002845232,0.00005256263,0.00003632441,0.001100733,0.0002079426,0.001860904],"genre_scores_gemma":[0.9971324,0.001383224,0.0007861744,0.00002371769,0.00002739213,0.00001207791,0.0003275384,0.00003221299,0.0002753286],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003953371,"threshold_uncertainty_score":0.00786072,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007215757767218604,"score_gpt":0.1842187397761202,"score_spread":0.1770029820089015,"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."}}