{"id":"W4394717280","doi":"10.5194/bg-21-1801-2024","title":"Inclusion of bedrock vadose zone in dynamic global vegetation models is key for simulating vegetation structure and function","year":2024,"lang":"en","type":"article","venue":"Biogeosciences","topic":"Plant Water Relations and Carbon Dynamics","field":"Environmental Science","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Vadose zone; Bedrock; Vegetation (pathology); Geology; Key (lock); Hydrology (agriculture); Environmental science; Soil science; Geomorphology; Ecology; Geotechnical engineering; Soil water","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001731632,0.00007845572,0.0000769313,0.0000622443,0.000136242,0.00004040328,0.00007737333,0.00006137043,0.000006838144],"category_scores_gemma":[0.000009189312,0.0000655311,0.00002348616,0.0004375198,0.00008480806,0.0004790079,0.0001233743,0.00003753699,0.000001524827],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008798557,"about_ca_system_score_gemma":0.00001353169,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004254286,"about_ca_topic_score_gemma":0.001246999,"domain_scores_codex":[0.9992067,0.00001644138,0.0001782358,0.0002545396,0.0002219944,0.0001221266],"domain_scores_gemma":[0.999819,0.00003597972,0.00005327682,0.00005718067,0.0000076556,0.00002692617],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00005061651,0.00005548161,0.08183176,0.0002424213,0.00001099247,0.000002414479,0.005824387,0.7328596,0.05066267,0.003886891,0.00001216363,0.1245607],"study_design_scores_gemma":[0.0001101398,0.00006002718,0.03658088,0.00004600224,0.00001137972,0.000002083973,0.00003169811,0.923136,0.0002042412,0.03966923,0.00007511256,0.00007321888],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9622935,0.0004126619,0.03665499,0.00008517424,0.0001554088,0.0001756168,0.00007234853,0.00001845423,0.0001318416],"genre_scores_gemma":[0.9973779,0.00002020383,0.002493442,0.00002837975,0.000007245457,0.000004742371,0.00003594783,0.000003303179,0.00002887956],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1902764,"threshold_uncertainty_score":0.2672281,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007744006113097971,"score_gpt":0.232926105544576,"score_spread":0.2251820994314781,"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."}}