{"id":"W4309075473","doi":"10.1038/s43247-022-00609-0","title":"Spatially consistent microbial biomass and future cellular carbon release from melting Northern Hemisphere glacier surfaces","year":2022,"lang":"en","type":"article","venue":"Communications Earth & Environment","topic":"Polar Research and Ecology","field":"Environmental Science","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Natural Environment Research Council; Natural Sciences and Engineering Research Council of Canada; Newcastle University; Aberystwyth University; Higher Education Funding Council for Wales; Rolex; Sight Research UK; Gilchrist Educational Trust; Parks Canada; Royal Geographical Society; Royal Society","keywords":"Glacier; Biogeochemistry; Glacial period; Biogeochemical cycle; Environmental science; Ecosystem; Climate change; Meltwater; Biomass (ecology); Physical geography; Sediment; Carbon cycle; Oceanography; Ecology; Earth science; Hydrology (agriculture); Geology; Geomorphology; Geography; Biology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.0002402037,0.0001834213,0.0001544011,0.0002921436,0.0002439573,0.0005194635,0.0001328783,0.0002783771,0.0009103336],"category_scores_gemma":[0.0005345792,0.0001153558,0.0001973812,0.0002861706,0.0002313412,0.0003330796,0.0002609116,0.0001663483,0.0001082037],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006100063,"about_ca_system_score_gemma":0.0001666995,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0134013,"about_ca_topic_score_gemma":0.01758379,"domain_scores_codex":[0.9999506,0.000008098536,0.000002374308,0.00001748862,0.000008340739,0.00001300997],"domain_scores_gemma":[0.9997818,0.00004762207,0.00007923834,0.00001786128,0.00004710714,0.00002637747],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002104486,0.00002129601,0.9509994,0.00001967963,0.00006238603,0.0001064338,0.0001066923,0.006948383,0.03759382,0.00009811395,0.0001811402,0.003652199],"study_design_scores_gemma":[0.000003712831,0.00002500147,0.9928556,0.000002759894,0.00001227667,0.00002062626,0.0001331891,0.005393991,0.001293189,0.00007883339,0.0001765532,0.000004342308],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994808,0.00002843775,0.00008751077,0.00002816587,0.00000140102,7.913164e-7,0.0001997255,0.000005727425,0.0001674066],"genre_scores_gemma":[0.9997105,0.0000107697,0.00006590808,0.000005163398,0.000001346173,0.000001064967,0.0001652213,9.69604e-7,0.00003906016],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0134013,"threshold_uncertainty_score":0.02664661,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01119368211091248,"score_gpt":0.2001342586975419,"score_spread":0.1889405765866294,"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."}}