{"id":"W4385244510","doi":"10.5194/tc-17-2993-2023","title":"Biogeochemical evolution of ponded meltwater in a High Arctic subglacial tunnel","year":2023,"lang":"en","type":"article","venue":"˜The œcryosphere","topic":"Polar Research and Ecology","field":"Environmental Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Geological Survey of Canada; University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; University of Alberta; Natural Resources Canada; Montana State University; National Aeronautics and Space Administration","keywords":"Meltwater; Biogeochemical cycle; Glacier; Geology; Arctic; Biogeochemistry; Permafrost; Oceanography; Hydrology (agriculture); Geomorphology; Ecology; Biology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.00009821368,0.0001631707,0.0002234185,0.0004424462,0.0006485856,0.0006565534,0.0001543863,0.0001741814,0.0003193308],"category_scores_gemma":[0.0001025804,0.0001131054,0.000205027,0.0003615763,0.0003036634,0.0001742726,0.0002756676,0.000192108,0.00006200543],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009454294,"about_ca_system_score_gemma":0.0006788649,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07278983,"about_ca_topic_score_gemma":0.1255414,"domain_scores_codex":[0.9999483,0.000002700676,0.000001889451,0.00001728852,0.00001102474,0.000018851],"domain_scores_gemma":[0.9998807,0.00000888564,0.00002054158,0.000002561027,0.00004787606,0.00003949431],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003598246,0.00009145992,0.5600776,0.00004397424,0.00004068729,0.0005324718,0.001374658,0.001114211,0.428624,0.0001782722,0.000101247,0.007461535],"study_design_scores_gemma":[0.000003604704,0.0001091782,0.9829091,0.00000892726,0.00001753394,0.00009999464,0.001224233,0.00284588,0.01223594,0.00003831671,0.000500835,0.000006498239],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9997165,0.0000248636,0.00005357121,0.000003870455,0.000001075418,0.000001820121,0.00006424849,0.000003967794,0.0001300538],"genre_scores_gemma":[0.9993609,0.0000371369,0.000188775,0.000006247004,0.000001082841,0.000002352027,0.0001568998,0.00000226627,0.0002442966],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07278983,"threshold_uncertainty_score":0.1447323,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00879737920676032,"score_gpt":0.2253470049878482,"score_spread":0.2165496257810879,"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."}}