{"id":"W4389356826","doi":"10.1007/s10533-023-01101-3","title":"Ultrahigh resolution dissolved organic matter characterization reveals distinct permafrost characteristics on the Peel Plateau, Canada","year":2023,"lang":"en","type":"article","venue":"Biogeochemistry","topic":"Climate change and permafrost","field":"Earth and Planetary Sciences","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"Government of Northwest Territories; University of Alberta","funders":"National Science Foundation","keywords":"Thermokarst; Permafrost; Geology; Arctic; Total organic carbon; Plateau (mathematics); Organic matter; Physical geography; Earth science; Environmental chemistry; Chemistry; Oceanography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0001218003,0.0002167056,0.0002693841,0.001082185,0.002126268,0.001120807,0.0006532637,0.0004201206,0.001134646],"category_scores_gemma":[0.0002765898,0.0001953514,0.0001795141,0.001148634,0.0006190839,0.0003459072,0.0004634117,0.0002977282,0.0001925529],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005808675,"about_ca_system_score_gemma":0.00588169,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9697174,"about_ca_topic_score_gemma":0.9866278,"domain_scores_codex":[0.9998251,0.000003842671,0.000004103678,0.00004376041,0.00005411823,0.00006919762],"domain_scores_gemma":[0.9997587,0.00001757649,0.00001591189,0.000006874349,0.0001567082,0.00004419071],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003051896,0.00009486459,0.892499,0.00006281227,0.00009979216,0.0004461067,0.001743804,0.00182556,0.07754409,0.0003975575,0.001198259,0.02378304],"study_design_scores_gemma":[0.000004442909,0.000007550972,0.995608,0.000006940126,0.000009751603,0.00003526992,0.000694858,0.001336775,0.001438057,0.00002685454,0.0008226732,0.000008691149],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972528,0.00009443896,0.0001597357,0.00004069419,0.000001876895,0.000005964276,0.0005431825,0.00002050311,0.00188087],"genre_scores_gemma":[0.9983395,0.0000592132,0.0002118137,0.00002369736,0.000001211605,0.000003395951,0.0004066942,0.000008058882,0.0009463628],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03028262,"threshold_uncertainty_score":0.06092185,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01970060534342555,"score_gpt":0.201493999315314,"score_spread":0.1817933939718884,"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."}}