{"id":"W2135283895","doi":"10.1002/ppp.1782","title":"Characterisation of the Permafrost Carbon Pool","year":2013,"lang":"en","type":"article","venue":"Permafrost and Periglacial Processes","topic":"Climate change and permafrost","field":"Earth and Planetary Sciences","cited_by":58,"is_retracted":false,"has_abstract":true,"ca_institutions":"Agriculture and Agri-Food Canada","funders":"National Science Foundation","keywords":"Permafrost; Thermokarst; Soil carbon; Earth science; Geology; Soil water; Total organic carbon; Carbon fibers; Physical geography; Environmental science; Soil science; Ecology; Oceanography; Geography","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":[0.0001003153,0.0001970159,0.0002250079,0.00005425394,0.000270433,0.0001297255,0.0002238815,0.00009742008,0.006763481],"category_scores_gemma":[0.00007036466,0.0001284868,0.00005312956,0.000295483,0.0002540578,0.0003768467,0.00003395187,0.0001355823,0.00006761152],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000003548607,"about_ca_system_score_gemma":0.00008259977,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005768817,"about_ca_topic_score_gemma":0.008796606,"domain_scores_codex":[0.9988719,0.00004679541,0.0002745443,0.0002514758,0.0002608118,0.000294524],"domain_scores_gemma":[0.9993175,0.00008271779,0.0001414104,0.0001858592,0.000166574,0.000105913],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002237685,0.00001518604,0.9844827,0.000203928,0.00000750898,6.491174e-7,0.002871919,0.000002940385,0.008445119,0.000006541351,0.0002143068,0.00372683],"study_design_scores_gemma":[0.000196901,0.00005398557,0.9912014,0.00004408607,0.00002026843,0.00001991308,0.000687536,0.0007836817,0.002450483,0.0001603601,0.00418092,0.0002004583],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9899381,0.0009503973,6.552192e-7,0.001054315,0.0003895864,0.0003393524,0.003566673,0.00002534782,0.003735569],"genre_scores_gemma":[0.9972654,0.0004927805,0.0000064495,0.0003999354,0.0003582663,0.000009639911,0.001163136,0.000007647611,0.0002967454],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007327295,"threshold_uncertainty_score":0.9941445,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0158178688454729,"score_gpt":0.2074260272537713,"score_spread":0.1916081584082984,"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."}}