{"id":"W2074991282","doi":"10.1007/s11367-013-0586-0","title":"Development of a soil compaction indicator in life cycle assessment","year":2013,"lang":"en","type":"article","venue":"The International Journal of Life Cycle Assessment","topic":"Soil Carbon and Nitrogen Dynamics","field":"Agricultural and Biological Sciences","cited_by":34,"is_retracted":false,"has_abstract":false,"ca_institutions":"Agriculture and Agri-Food Canada","funders":"","keywords":"Environmental science; Topsoil; Soil compaction; Subsoil; Life-cycle assessment; Soil water; Soil map; Compaction; Hydrology (agriculture); Soil science; Engineering; Geotechnical engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007726561,0.0001229476,0.0002374743,0.00006265886,0.00006709166,0.00008630102,0.0006369066,0.00005338911,0.0004628137],"category_scores_gemma":[0.00005157559,0.00004890782,0.0001222112,0.0001477605,0.00004640087,0.0002150023,0.0001198731,0.0002598719,0.0000124955],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002744444,"about_ca_system_score_gemma":0.0002652516,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004627043,"about_ca_topic_score_gemma":0.0004676022,"domain_scores_codex":[0.9979032,0.000107429,0.0007810541,0.0001152589,0.0009238943,0.000169174],"domain_scores_gemma":[0.9986367,0.0001909872,0.0006997964,0.00005320181,0.0002683754,0.00015094],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003782651,0.003518783,0.5768773,0.00002925565,0.001453265,0.00003469694,0.001736487,0.01161423,0.1756653,0.003246826,0.001568235,0.2238774],"study_design_scores_gemma":[0.0004789071,0.00009625134,0.9791645,0.00004281036,0.00001111407,0.00001448285,0.001339981,0.01712839,0.0005813798,0.000655228,0.0003846918,0.0001022824],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9937589,0.0000398946,0.00007285145,0.00472624,0.0004046456,0.0001351266,0.000005775283,0.000008530723,0.0008480152],"genre_scores_gemma":[0.9973407,0.00004051211,0.001742854,0.0005947848,0.0002441894,0.0000134539,0.00001052823,0.000001775585,0.0000112044],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4022872,"threshold_uncertainty_score":0.5067486,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02144903267644266,"score_gpt":0.2882317949231684,"score_spread":0.2667827622467257,"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."}}