{"id":"W4223582363","doi":"10.1139/cjss-2021-0152","title":"Proposed revision to Canadian System of Soil Classification: broaden taxonomic criteria for applying LFH horizons to include nonforest soils","year":2022,"lang":"en","type":"article","venue":"Canadian Journal of Soil Science","topic":"Soil Carbon and Nitrogen Dynamics","field":"Agricultural and Biological Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; Agriculture and Agri-Food Canada","funders":"","keywords":"Soil water; Soil horizon; Chernozem; Environmental science; Soil classification; Geography; Soil science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01410979,0.001495465,0.001390873,0.009225186,0.008230195,0.005695761,0.009061754,0.003583694,0.004473788],"category_scores_gemma":[0.02909065,0.0007716417,0.00195567,0.01561414,0.004179282,0.003530509,0.002888528,0.007537771,0.003444017],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0480154,"about_ca_system_score_gemma":0.1983071,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9601322,"about_ca_topic_score_gemma":0.9647695,"domain_scores_codex":[0.9803003,0.001163026,0.001909176,0.001249923,0.01254167,0.002836027],"domain_scores_gemma":[0.8737325,0.001774574,0.002112022,0.002219807,0.116095,0.004066086],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001067622,0.00009076592,0.02434428,0.0006213317,0.00005254516,0.0002770164,0.001718361,0.001072678,0.002134491,0.02567805,0.7600453,0.1838583],"study_design_scores_gemma":[0.00003346551,0.00004866334,0.04517805,0.0007443257,0.00008432603,0.0003060064,0.001507879,0.001660005,0.00100593,0.005367506,0.9438829,0.0001809156],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.05212,0.03676656,0.1803056,0.1945027,0.06072259,0.009258835,0.1130913,0.006949082,0.3462835],"genre_scores_gemma":[0.183954,0.0164736,0.5683601,0.05947069,0.003584591,0.003581376,0.06385168,0.001676958,0.09904698],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0480154,"threshold_uncertainty_score":0.3483778,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03638655525214118,"score_gpt":0.250526777319735,"score_spread":0.2141402220675938,"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."}}