{"id":"W7162827936","doi":"","title":"Soil Mapping in Saskatchewan: Past, Present, and Future","year":2025,"lang":"en","type":"other","venue":"University Library (University of Saskatchewan)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Digital soil mapping; Soil map; Field (mathematics); Vegetation (pathology); Erosion","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001848692,0.0005964541,0.0003955893,0.001835928,0.001398564,0.00271315,0.002452077,0.0008415558,0.05264061],"category_scores_gemma":[0.003454364,0.0004200684,0.000313501,0.005216301,0.0008224036,0.001072738,0.001419446,0.0005721949,0.009738358],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01155461,"about_ca_system_score_gemma":0.07249769,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9390503,"about_ca_topic_score_gemma":0.9851505,"domain_scores_codex":[0.9990049,0.0001511573,0.00004014477,0.0001200064,0.0004276681,0.0002561658],"domain_scores_gemma":[0.9925529,0.0007718561,0.000220185,0.0004535395,0.004844927,0.00115653],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0002655303,0.0001818044,0.07117291,0.0007826362,0.00009669678,0.000643035,0.0008971912,0.001426939,0.007179319,0.002462246,0.5105199,0.4043717],"study_design_scores_gemma":[0.0001499417,0.00007547234,0.3496402,0.0009141191,0.00005303235,0.0001902822,0.005689573,0.002788145,0.00349406,0.002232089,0.6346779,0.00009514439],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"review","genre_scores_codex":[0.2605743,0.01371868,0.01189991,0.04796161,0.002641594,0.001551087,0.1733476,0.007575067,0.4807303],"genre_scores_gemma":[0.1936718,0.01227617,0.02509158,0.004277342,0.0001901357,0.0004498327,0.03897535,0.001398561,0.7236693],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.06094968,"threshold_uncertainty_score":0.1761004,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005920718466074938,"score_gpt":0.1635165823979029,"score_spread":0.157595863931828,"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."}}