{"id":"W4298629689","doi":"10.1002/ldr.4483","title":"Mixedgrass vegetation is tolerant to a short‐term but not season‐long access mat use during mitigation of industrial traffic","year":2022,"lang":"en","type":"article","venue":"Land Degradation and Development","topic":"Rangeland and Wildlife Management","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; Trent University; Ministry of Forests","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Forb; Grassland; Loam; Growing season; Vegetation (pathology); Environmental science; Biomass (ecology); Agronomy; Soil water; Biology; Medicine; Soil science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001675713,0.0001059477,0.0001170864,0.00007452081,0.0002599506,0.00009081447,0.0001080807,0.0000265857,0.0001983375],"category_scores_gemma":[0.000007438013,0.00009613324,0.00002032642,0.0001787599,0.00001715703,0.0002593393,0.000205612,0.00006388275,0.00001177734],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001134581,"about_ca_system_score_gemma":0.00001797149,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006518493,"about_ca_topic_score_gemma":0.0001419294,"domain_scores_codex":[0.9989229,0.00004162896,0.0002470771,0.0002430981,0.0003997643,0.0001455489],"domain_scores_gemma":[0.9997253,0.00001813305,0.00006633683,0.00009400617,0.00000762467,0.00008860513],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001220536,0.00007897148,0.9245967,0.0000271887,0.00002179358,0.000006562549,0.001578725,0.005470294,0.000795218,0.000005156988,0.0008192356,0.0664781],"study_design_scores_gemma":[0.0006843506,0.00003098976,0.9895475,0.00002386874,0.00001067167,0.000004089066,0.0001156431,0.0007273144,0.005454198,0.000003614391,0.003234863,0.0001628848],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984729,0.000008359948,0.0005621588,0.0003366245,0.0001322425,0.0003418289,0.00001054592,0.00002246388,0.0001128799],"genre_scores_gemma":[0.9984311,0.000006963725,0.0006305036,0.0003360855,0.00001972454,0.00007218012,0.00008003131,0.000007448582,0.0004159122],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06631521,"threshold_uncertainty_score":0.39202,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03650770466754182,"score_gpt":0.2425517692476316,"score_spread":0.2060440645800898,"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."}}