{"id":"W3197625334","doi":"","title":"Effects of Litter Removal, Soil Compaction and Defoliation on Soil Physical and Biological Properties in Grasslands of Southern Alberta, Canada","year":2018,"lang":"en","type":"article","venue":"AGU Fall Meeting Abstracts","topic":"Soil Carbon and Nitrogen Dynamics","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Environmental science; Litter; Agronomy; Soil compaction; Grassland; Agroforestry; Compaction; Soil biodiversity; Soil water; Forestry; Soil science; Geography; Soil fertility; Geology; Biology; Geotechnical engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004599442,0.0003283638,0.0003998046,0.0009581452,0.001826066,0.001023407,0.0008126445,0.0003835261,0.001118315],"category_scores_gemma":[0.0008308938,0.0002437682,0.0003228234,0.001277687,0.001029738,0.0002044504,0.0004396514,0.0002734707,0.0001551407],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.015365,"about_ca_system_score_gemma":0.01219531,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9833156,"about_ca_topic_score_gemma":0.9958301,"domain_scores_codex":[0.9996361,0.00004780742,0.00001708623,0.00005856426,0.0001066003,0.0001338285],"domain_scores_gemma":[0.998996,0.0001246765,0.0001122402,0.00002540102,0.0003811397,0.0003607],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0015171,0.0001538004,0.9734045,0.0001010998,0.000268078,0.0004501738,0.001565814,0.001392573,0.008876854,0.0001626901,0.001031985,0.01107548],"study_design_scores_gemma":[0.000006002546,0.00002128311,0.9988249,0.000005015515,0.00001408368,0.00002610012,0.0006125201,0.0001860244,0.00007916363,0.00001227627,0.0002084342,0.000004090902],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989267,0.0002631213,0.00002974366,0.00003660497,0.000003228313,0.000005051151,0.0002273792,0.000004268743,0.0005039308],"genre_scores_gemma":[0.9981979,0.0001574742,0.00009366107,0.00003583293,0.000002005152,0.000003291611,0.0003284643,0.000002557658,0.00117888],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01668441,"threshold_uncertainty_score":0.1114814,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01311648162627378,"score_gpt":0.1983190007807993,"score_spread":0.1852025191545255,"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."}}