{"id":"W2996938521","doi":"10.19189/map.2019.omb.sta.1815","title":"Ecohydrology and causes of peat degradation at the Vasi peatland, South Africa","year":2019,"lang":"en","type":"article","venue":"Mires and Peat","topic":"Peatlands and Wetlands Ecology","field":"Environmental Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Discovery Centre","funders":"Water Research Commission","keywords":"Peat; Ecohydrology; Degradation (telecommunications); Environmental science; Physical geography; Geography; Geology; Ecology; Biology; Computer science; Ecosystem; Archaeology","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001231681,0.00009582616,0.0001477974,0.00001929395,0.0001181077,0.00001367041,0.00007934384,0.00005953162,0.001219601],"category_scores_gemma":[0.000006997861,0.0000574078,0.00002665157,0.00005000541,0.0001803696,0.00005206403,0.0001896286,0.00005147811,0.00006072233],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001667766,"about_ca_system_score_gemma":0.000002983835,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003956673,"about_ca_topic_score_gemma":0.001666816,"domain_scores_codex":[0.9993575,0.00004623381,0.0001159319,0.0002157201,0.00008561855,0.0001789744],"domain_scores_gemma":[0.9996469,0.00008910909,0.00005545203,0.0001581127,0.000003475937,0.00004695428],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004601467,0.00001365736,0.9927688,0.000009846814,0.00001196325,0.000002444229,0.001788014,0.00005275712,0.002669564,0.00004544854,0.001625417,0.0009660788],"study_design_scores_gemma":[0.0007755696,0.0003062215,0.9180833,0.000006738493,0.00004071631,0.00004917364,0.000230184,0.0007311054,0.0004887837,0.0002581947,0.07887263,0.0001573575],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9908178,0.0004316939,0.000005331881,0.0004169684,0.00005188046,0.0001235829,0.00001168196,0.00000775945,0.008133276],"genre_scores_gemma":[0.9930856,0.000202267,0.00002198463,0.0000982501,0.00001927072,0.000005772427,0.00002046155,0.000005643265,0.006540731],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07724721,"threshold_uncertainty_score":0.9996934,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009938921475042137,"score_gpt":0.2008707658059199,"score_spread":0.1909318443308778,"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."}}