{"id":"W7161814858","doi":"10.82308/22238","title":"Modeling and experimental analysis of carbon exchange from artificially flooded forest and peatland ecosystems","year":2011,"lang":"en","type":"dissertation","venue":"","topic":"Peatlands and Wetlands Ecology","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Peat; Context (archaeology); Land use; Carbon flux","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":[0.000298821,0.0004012341,0.0002918819,0.0002014712,0.0003280784,0.0004512603,0.000568119,0.0005175341,0.0005417704],"category_scores_gemma":[0.000573521,0.0001659172,0.0005218059,0.0002831703,0.0003289344,0.0004950452,0.0002316809,0.0003773058,0.00005644451],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006603791,"about_ca_system_score_gemma":0.0006548267,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01708,"about_ca_topic_score_gemma":0.01559971,"domain_scores_codex":[0.9999115,0.0000177064,0.000007829431,0.00002525564,0.00001925949,0.00001824844],"domain_scores_gemma":[0.9996145,0.0002508892,0.00004341271,0.00002536279,0.00004373301,0.00002213058],"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":[0.0004301921,0.0003937049,0.01511216,0.0001630811,0.00005862612,0.0001229588,0.00008626749,0.9369323,0.03995257,0.0005901926,0.0001067576,0.006051184],"study_design_scores_gemma":[0.00002891582,0.0002676819,0.007731083,0.000003890208,0.00002266032,0.00002026291,0.00004131624,0.9763811,0.01508354,0.0002001085,0.0002040207,0.00001553026],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9967558,0.00005048147,0.002357213,0.00002000598,0.000005466301,0.00001418389,0.0001354485,0.0000365812,0.0006248436],"genre_scores_gemma":[0.9969772,0.00007111591,0.002362584,0.000004340557,0.000002362811,0.00003067801,0.0001589973,0.000006744086,0.0003858666],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01708,"threshold_uncertainty_score":0.03396118,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01509981342810618,"score_gpt":0.2313698270608095,"score_spread":0.2162700136327033,"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."}}