{"id":"W2999303776","doi":"10.37099/mtu.dc.etdr/922","title":"ASSESSING SOIL COMPACTION FOLLOWING A WINTER TIMBER HARVEST IN THE WESTERN UPPER PENINSULA OF MICHIGAN","year":2019,"lang":"en","type":"dissertation","venue":"","topic":"Forest Biomass Utilization and Management","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Slash (logging); Loam; Environmental science; Soil water; Bulk density; Soil compaction; Coring; Snow; Silt; Hydrology (agriculture); Peninsula; Soil science; Forestry; Geology; Geography; Geotechnical engineering; Drilling; 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":[0.0001762482,0.000241767,0.0001931828,0.0003365658,0.0004654104,0.0004345313,0.0002850188,0.0002276458,0.0006308245],"category_scores_gemma":[0.0003430703,0.000142218,0.0001644973,0.0004354371,0.00018163,0.0001841814,0.0002620666,0.0002136393,0.0001008284],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001060804,"about_ca_system_score_gemma":0.0005204362,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07335719,"about_ca_topic_score_gemma":0.3199632,"domain_scores_codex":[0.9998579,0.00001919079,0.00001115936,0.0000311693,0.00005520306,0.00002531955],"domain_scores_gemma":[0.9996495,0.00004769021,0.0001328036,0.000009951212,0.00007001903,0.00008994978],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005252623,0.0002110797,0.9585062,0.00002484382,0.00007945658,0.0001998256,0.0004080885,0.0002271939,0.03385799,0.00001187857,0.0001130216,0.005835163],"study_design_scores_gemma":[0.000001321743,0.0001197,0.9990213,0.000001358137,0.00000595081,0.00001872651,0.000126109,0.00009456251,0.000548751,0.00000251665,0.00005852479,0.000001215846],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9996661,0.00001715388,0.00003472478,0.000004366002,5.304984e-7,0.000007057889,0.0001045349,0.000002164205,0.0001634045],"genre_scores_gemma":[0.9988145,0.00006380309,0.000252344,0.00001732039,0.000002322085,0.00002548493,0.0004975901,0.000001449913,0.0003251161],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07335719,"threshold_uncertainty_score":0.1458604,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01422452915586037,"score_gpt":0.2740835298675764,"score_spread":0.259859000711716,"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."}}