{"id":"W4232812084","doi":"10.1111/sum.12211","title":"Editorial","year":2015,"lang":"en","type":"editorial","venue":"Soil Use and Management","topic":"Soil Carbon and Nitrogen Dynamics","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Public relations; Library science; Computer science; Political science","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":[0.0002816742,0.0002386333,0.0002386719,0.00001691165,0.00009202105,0.0002459754,0.0002155315,0.0004737963,0.00002040652],"category_scores_gemma":[0.00008821826,0.00009461356,0.00008320683,0.0001195538,0.00003780134,0.0001050597,0.0002930734,0.0002659945,0.00004149705],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004994279,"about_ca_system_score_gemma":0.00001304683,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009350604,"about_ca_topic_score_gemma":0.00208518,"domain_scores_codex":[0.9983611,0.00004323421,0.0001718284,0.0003985406,0.0007544081,0.0002708774],"domain_scores_gemma":[0.9993488,0.0001663205,0.00008280476,0.00008597089,0.000165549,0.0001505517],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003367072,0.00002589433,0.00002512879,0.00002562873,0.00005227418,0.000009345546,0.00001037604,4.799502e-7,0.00001186217,0.00008452401,0.9926631,0.007057752],"study_design_scores_gemma":[0.000215683,0.00009249968,0.0001730055,0.00002811386,0.00008472527,2.298672e-7,0.00005000181,0.0000238086,0.000001793617,0.0004162065,0.9986581,0.0002558466],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.01670763,0.0001950873,1.584464e-7,0.00006975652,0.9800866,0.0001944122,0.0001359521,0.0000945374,0.002515907],"genre_scores_gemma":[0.000191272,0.00223132,0.00001737665,0.00005842436,0.9936696,0.00003426948,0.0007470418,0.000002465187,0.003048182],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.01651636,"threshold_uncertainty_score":0.3858229,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01514847227092164,"score_gpt":0.2201882832462539,"score_spread":0.2050398109753323,"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."}}