{"id":"W4205961368","doi":"10.1139/cjss-2021-0146","title":"Proposed changes to the soil family taxon within the Canadian System of Soil Classification","year":2022,"lang":"en","type":"article","venue":"Canadian Journal of Soil Science","topic":"Soil Geostatistics and Mapping","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph; Ministry of Agriculture, Food and Rural Affairs","funders":"","keywords":"Unified Soil Classification System; Bedrock; USDA soil taxonomy; Soil series; Soil water; Taxon; Soil science; Soil classification; Environmental science; Geology; Paleontology","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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.003270126,0.0001106171,0.0001393897,0.0002480958,0.002272608,0.0001564536,0.001502798,0.0000256762,0.00008679698],"category_scores_gemma":[0.0002450715,0.00007264133,0.00004000985,0.001367009,0.0008234564,0.0001371276,0.0000979035,0.0002948081,0.00002586122],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001985933,"about_ca_system_score_gemma":0.003864949,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8412253,"about_ca_topic_score_gemma":0.9896786,"domain_scores_codex":[0.9979439,0.0001161603,0.0003283664,0.0002176368,0.0008979131,0.0004960729],"domain_scores_gemma":[0.9982712,0.00004801246,0.0003766212,0.0003427829,0.0001097012,0.000851656],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.00006824012,0.00007612792,0.1137827,0.0001087752,0.00008694864,0.0004799611,0.05794688,0.559827,0.04229864,0.04312482,0.09701677,0.08518312],"study_design_scores_gemma":[0.0005069728,0.0006823429,0.7592399,0.0001714484,0.0000747866,0.0005356621,0.05907586,0.05864082,0.002175256,0.0007066781,0.1175554,0.0006348424],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9707316,0.0001192333,0.0001673157,0.01551603,0.001474944,0.0003796412,0.00008954325,0.000005768408,0.01151592],"genre_scores_gemma":[0.9981717,0.000002534076,0.0001498139,0.001365476,0.00006740003,0.00001444238,9.894864e-7,0.000008683109,0.0002189197],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6454572,"threshold_uncertainty_score":0.9990263,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02551942350660745,"score_gpt":0.2118295171274288,"score_spread":0.1863100936208213,"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."}}