{"id":"W2005305433","doi":"10.1111/1365-2745.12040","title":"Trait‐based climate change predictions of plant community structure in arid steppes","year":2012,"lang":"en","type":"article","venue":"Journal of Ecology","topic":"Ecology and Vegetation Dynamics Studies","field":"Environmental Science","cited_by":52,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Climate change; Arid; Steppe; Ruderal species; Plant community; Ecology; Ecosystem; Environmental science; Community structure; Trait; Geography; Species richness; 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":[0.0006623407,0.0002376307,0.0002204489,0.0003681877,0.0002588923,0.000390263,0.0003498751,0.0003695881,0.0008418999],"category_scores_gemma":[0.001845559,0.0001208979,0.0004583336,0.0002266854,0.0002390811,0.0003699765,0.0003133872,0.0002370345,0.0001409605],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009518489,"about_ca_system_score_gemma":0.0003482171,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02138285,"about_ca_topic_score_gemma":0.02144001,"domain_scores_codex":[0.9998993,0.00003723835,0.000005521179,0.00003134755,0.0000112265,0.00001544358],"domain_scores_gemma":[0.9991183,0.0004712066,0.0001361339,0.00006356561,0.0001383154,0.00007259684],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001806933,0.00005522966,0.6820643,0.00009751911,0.0002043843,0.0001391817,0.0002270195,0.2968509,0.01107274,0.0008004325,0.0004702131,0.007837274],"study_design_scores_gemma":[0.00001577266,0.00005150247,0.5265599,0.00001855219,0.00003490872,0.00003986017,0.0001787737,0.4709882,0.0007432865,0.001048446,0.0002995886,0.00002106232],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998313,0.00006922784,0.001088524,0.00005479555,0.000002580947,0.00000298336,0.0002297202,0.00001686125,0.0002223442],"genre_scores_gemma":[0.9995595,0.0000178821,0.0002555411,0.00001050742,0.000001479545,0.000003510723,0.0001226255,0.000001365041,0.0000276244],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02138285,"threshold_uncertainty_score":0.04251677,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02734045277528484,"score_gpt":0.2582487426078977,"score_spread":0.2309082898326128,"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."}}