{"id":"W4363677260","doi":"10.1007/s10021-023-00836-2","title":"Simulating Soil Atmosphere Exchanges and CO2 Fluxes for an Ongoing Peat Extraction Site","year":2023,"lang":"en","type":"article","venue":"Ecosystems","topic":"Peatlands and Wetlands Ecology","field":"Environmental Science","cited_by":10,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University; McGill University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Peat; Environmental science; Water table; Boreal; Water content; Greenhouse gas; Hydrology (agriculture); Soil water; Soil carbon; Sink (geography); Soil science; Atmospheric sciences; Ecology; Groundwater; Geology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004596754,0.0005989476,0.0004893393,0.0003662207,0.0009650849,0.0008454376,0.001288937,0.002018469,0.002396544],"category_scores_gemma":[0.0007333887,0.0005172392,0.0008617062,0.0005791594,0.0006037321,0.0008268097,0.0004597411,0.0009988967,0.0002067025],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001802313,"about_ca_system_score_gemma":0.001550693,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.08499631,"about_ca_topic_score_gemma":0.1015481,"domain_scores_codex":[0.9998664,0.00003116252,0.000007164421,0.00004001756,0.00001386141,0.00004141286],"domain_scores_gemma":[0.9995039,0.000255467,0.00002978552,0.00003817194,0.00006284629,0.00010992],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0005254417,0.0009458337,0.0296883,0.00003616745,0.00007677223,0.000411605,0.0001277962,0.9571871,0.007039889,0.0003695918,0.0005179762,0.003073564],"study_design_scores_gemma":[0.0002180633,0.0001930299,0.01360951,0.000003315895,0.00003929677,0.00002825298,0.0001715308,0.9829918,0.002362065,0.0001587121,0.0001960242,0.00002841976],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986218,0.000005631673,0.000292027,0.00003639154,0.00000560165,0.0000105857,0.0002286461,0.00004918415,0.0007500431],"genre_scores_gemma":[0.9984462,0.000008919264,0.0008453602,0.00001232953,0.000003091695,0.00001388942,0.000242271,0.00001768382,0.0004102263],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08499631,"threshold_uncertainty_score":0.1690031,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02103523907679092,"score_gpt":0.2653118663780385,"score_spread":0.2442766273012476,"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."}}