{"id":"W4249005641","doi":"10.5194/bgd-11-853-2014","title":"Can current moisture responses predict soil CO <sub>2</sub> efflux under altered precipitation regimes? A synthesis of manipulation experiments","year":2014,"lang":"en","type":"preprint","venue":"","topic":"Climate variability and models","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Natural Environment Research Council; Sight Research UK","keywords":"Extrapolation; Environmental science; Ecosystem; Water content; Precipitation; Flux (metallurgy); Atmospheric sciences; Chemistry; Statistics; Mathematics; Ecology; Biology; Meteorology; Geography; Physics","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":[0.002799378,0.000812662,0.001142942,0.0003563263,0.0002416647,0.0006896821,0.0006172571,0.0004502154,0.001242761],"category_scores_gemma":[0.004925894,0.0003914984,0.001453518,0.0003675719,0.0005410928,0.0008210001,0.0004447414,0.001081725,0.0002227965],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008672717,"about_ca_system_score_gemma":0.0003412028,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00310574,"about_ca_topic_score_gemma":0.002960352,"domain_scores_codex":[0.9988964,0.0003850623,0.0001982029,0.0003454575,0.0001144124,0.00006053315],"domain_scores_gemma":[0.9923947,0.005283965,0.00112443,0.0007761845,0.0003098272,0.0001108546],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.01835402,0.006259384,0.1166848,0.003322445,0.007530361,0.0002113622,0.0007800421,0.02348201,0.709447,0.0009160892,0.0009528386,0.1120597],"study_design_scores_gemma":[0.001260369,0.0430515,0.5673051,0.0003311708,0.01107639,0.0002554194,0.000462383,0.1102391,0.2507791,0.001900831,0.01283998,0.0004985284],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.9816554,0.001515301,0.01452177,0.00009823482,0.00007388626,0.0003440061,0.001042359,0.0001700529,0.000579009],"genre_scores_gemma":[0.982927,0.001218125,0.01227415,0.0001505217,0.00004842804,0.0009460935,0.00180173,0.0000787582,0.0005552107],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.00310574,"threshold_uncertainty_score":0.01480472,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04208037342306202,"score_gpt":0.2930951977946034,"score_spread":0.2510148243715414,"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."}}