{"id":"W2041509914","doi":"10.5558/tfc83852-6","title":"Elements and rationale for a common approach to assess and report soil disturbance","year":2007,"lang":"en","type":"article","venue":"The Forestry Chronicle","topic":"Forest Biomass Utilization and Management","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Government of British Columbia; Natural Resources Canada; Canadian Forest Service","funders":"Canadian Forest Service; U.S. Forest Service; U.S. Department of Agriculture","keywords":"Disturbance (geology); Environmental science; Soil functions; Environmental resource management; Soil compaction; Sustainability; Soil biodiversity; Soil fertility; Soil science; Soil water; Ecology; Geology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.0002715188,0.00007390404,0.00006784723,0.00002143864,0.00008807985,0.00003588947,0.00007017884,0.00002307211,0.000002541834],"category_scores_gemma":[0.00001149723,0.0000586968,0.00001311924,0.000073207,0.00003291074,0.00005824958,0.00004530305,0.00003272977,0.000001469471],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003988465,"about_ca_system_score_gemma":0.000006172572,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007239532,"about_ca_topic_score_gemma":0.0001172197,"domain_scores_codex":[0.9994871,0.000004086442,0.0001490871,0.0001142043,0.00008605016,0.0001594725],"domain_scores_gemma":[0.9997318,0.00002538342,0.00002232397,0.0001555025,0.00001369865,0.00005132944],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0004072018,0.0006902465,0.2288614,0.003274893,0.0007106476,0.00006599323,0.004674574,0.09458373,0.0105812,0.3822569,0.1663523,0.107541],"study_design_scores_gemma":[0.002424897,0.0001588246,0.4600897,0.00005756759,0.00006885499,0.0001015202,0.0007916482,0.2729194,0.005285038,0.006296281,0.2512062,0.0006001752],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9053867,0.0003919267,0.0860984,0.0001520165,0.00009636871,0.0006340253,0.000008546898,0.00009349237,0.007138484],"genre_scores_gemma":[0.9974721,0.00001682608,0.001783758,0.00009899749,0.00004787588,0.00006261322,0.00003435549,0.00001360321,0.0004698378],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3759606,"threshold_uncertainty_score":0.2393586,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02636122644721712,"score_gpt":0.2632224236594027,"score_spread":0.2368611972121856,"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."}}