{"id":"W3019343942","doi":"","title":"Implementation of Controlled Traffic in the Canadian Prairies: Soil and Plant Dynamics under Simulated and Field Conditions","year":2017,"lang":"en","type":"article","venue":"EGUGA","topic":"Forest Biomass Utilization and Management","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Field (mathematics); Environmental science; Dynamics (music); Agronomy; Agricultural engineering; Hydrology (agriculture); Geology; Engineering; Mathematics; Biology; Physics; 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":[0.0004873424,0.0002896446,0.0003664224,0.0002920191,0.001246355,0.0009295018,0.001252927,0.0005724604,0.0008119723],"category_scores_gemma":[0.001592034,0.0002415884,0.0002575999,0.000412867,0.001047192,0.00050329,0.0004110668,0.0005394958,0.00008101158],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01386674,"about_ca_system_score_gemma":0.008795044,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8680501,"about_ca_topic_score_gemma":0.9442659,"domain_scores_codex":[0.9995819,0.00005575992,0.00001335517,0.00008833686,0.00009353841,0.0001671751],"domain_scores_gemma":[0.9989278,0.0002219875,0.00009273756,0.0000656669,0.0004527145,0.0002390232],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01099086,0.01213071,0.6493209,0.0003895731,0.0007114665,0.000997682,0.005498448,0.1602601,0.09095708,0.002187446,0.005506726,0.06104885],"study_design_scores_gemma":[0.0001650361,0.001652655,0.9106368,0.00001857005,0.000100458,0.00003859351,0.003057824,0.07729407,0.004910865,0.0001999174,0.001852958,0.00007215844],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994949,0.00000527855,0.00005036633,0.00001678419,0.000002087972,0.00001132878,0.00007134039,0.000006630794,0.0003412241],"genre_scores_gemma":[0.9993266,0.00001212265,0.0001461606,0.00001162824,9.427467e-7,0.00001479732,0.000140133,0.000002335734,0.0003453934],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1319499,"threshold_uncertainty_score":0.2654539,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009738951256221618,"score_gpt":0.2584277301534286,"score_spread":0.2486887788972069,"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."}}