{"id":"W4412152332","doi":"10.1038/s41597-025-05460-4","title":"100 m soil landscape grids of Canada","year":2025,"lang":"en","type":"article","venue":"Scientific Data","topic":"Soil Geostatistics and Mapping","field":"Environmental Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Canada; Parks Canada; Agriculture and Agri-Food Canada","funders":"Government of Canada","keywords":"Environmental science; Geography; Soil science; Earth science; Geology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004286071,0.0000485392,0.00006778087,0.00002664803,0.0001480164,0.00004800882,0.0008022197,0.00001301138,0.001068168],"category_scores_gemma":[0.0001341924,0.00004401734,0.000007319591,0.0004033436,0.000157345,0.00008907099,0.0009903196,0.00003685714,0.00004121029],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004579526,"about_ca_system_score_gemma":0.0002572705,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2077477,"about_ca_topic_score_gemma":0.6079672,"domain_scores_codex":[0.9990993,0.00001145309,0.0001261586,0.0003299439,0.0002641763,0.0001689966],"domain_scores_gemma":[0.9989218,0.00003469161,0.00003587051,0.0009550563,0.000008573227,0.00004396796],"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":[0.000001304542,0.00001201983,0.005553462,0.000008959374,0.000004079237,0.00000223871,0.00002261271,0.0001704978,0.0006530606,0.0004065342,0.9862687,0.006896535],"study_design_scores_gemma":[0.000181537,0.000004518649,0.03762425,0.00002243002,0.00001270254,8.258828e-7,0.0001482066,0.0176881,0.001059661,0.001466701,0.9416862,0.0001048998],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3194826,0.0002751007,0.004246908,0.00171096,0.009556326,0.0003465275,0.009931183,0.00005469481,0.6543958],"genre_scores_gemma":[0.9544998,0.000003757557,0.001148889,0.0001835428,0.00001648558,0.000002227478,0.001043799,0.000004186239,0.04309724],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6350173,"threshold_uncertainty_score":0.999845,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01579112344189443,"score_gpt":0.2361577914548443,"score_spread":0.2203666680129498,"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."}}