{"id":"W2321158392","doi":"10.5194/bg-12-453-2015","title":"Preface: Towards a full greenhouse gas balance of the biosphere","year":2015,"lang":"en","type":"article","venue":"Biogeosciences","topic":"Atmospheric and Environmental Gas Dynamics","field":"Environmental Science","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Montréal","funders":"European Cooperation in Science and Technology","keywords":"Biosphere; Greenhouse gas; Environmental science; Balance (ability); Earth science; Natural resource economics; Geology; Economics; Ecology; Oceanography; Biology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001842787,0.001185891,0.0005997179,0.0008004241,0.001500942,0.002550527,0.0009912022,0.00289733,0.05743781],"category_scores_gemma":[0.005699046,0.0002355658,0.0005344985,0.0006199828,0.0008271029,0.003262668,0.001827963,0.006093965,0.03882822],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001663851,"about_ca_system_score_gemma":0.001837328,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002652006,"about_ca_topic_score_gemma":0.001999604,"domain_scores_codex":[0.9994447,0.0001050777,0.00004207961,0.0001264111,0.0002255516,0.00005627395],"domain_scores_gemma":[0.9958591,0.0005632245,0.0001609605,0.0002269609,0.0023082,0.0008815685],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000317987,0.00001807252,0.00009718235,0.0001579537,0.000003010768,0.00004273673,0.00003757982,0.000144438,0.0003707761,0.003498862,0.9761327,0.01946493],"study_design_scores_gemma":[0.00001033312,0.00004017756,0.0008299724,0.0002164293,0.000005121145,0.00007378715,0.00007562475,0.0002135169,0.0002829376,0.006981421,0.9912572,0.00001345703],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.0008424289,0.01620143,0.003822662,0.107264,0.8244763,0.0001248691,0.001641528,0.0002791942,0.04534764],"genre_scores_gemma":[0.02502912,0.02927217,0.005415229,0.04479879,0.5785471,0.0002499055,0.003178361,0.0007961399,0.3127132],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.05743781,"threshold_uncertainty_score":0.1921486,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01353810032633373,"score_gpt":0.211835846729884,"score_spread":0.1982977464035502,"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."}}