{"id":"W4229024483","doi":"10.1144/geochem2021-088","title":"Analysis of geochemical patterns in a soil profile over mineralized bedrock","year":2022,"lang":"en","type":"article","venue":"Geochemistry Exploration Environment Analysis","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Ministry of Science and Technology of the People's Republic of China; National Natural Science Foundation of China","keywords":"Bedrock; Mineralization (soil science); Geology; Principal component analysis; Regolith; Mineralogy; Soil water; Geochemistry; Weathering; Soil science; Geomorphology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001334706,0.0002400404,0.0001621981,0.0008806285,0.0001897514,0.0002115287,0.0002003738,0.0002310672,0.007336583],"category_scores_gemma":[0.000312334,0.0001278657,0.0002740763,0.001172005,0.0000902587,0.0002126072,0.0001317414,0.0001202371,0.001049338],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002128317,"about_ca_system_score_gemma":0.0001660128,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004865625,"about_ca_topic_score_gemma":0.009988204,"domain_scores_codex":[0.9999171,0.000006138362,0.000004920407,0.00003554111,0.00002397813,0.00001233963],"domain_scores_gemma":[0.9998236,0.00004632213,0.00003963294,0.000008463292,0.00006833638,0.00001356992],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0004814702,0.0001025623,0.1981331,0.0005969074,0.000102315,0.001137343,0.000422857,0.004900516,0.6976885,0.0007214481,0.005663307,0.09004956],"study_design_scores_gemma":[0.00001748806,0.0001319719,0.834444,0.00004027848,0.0000705577,0.0006106147,0.0003437916,0.02947105,0.1280985,0.0006217205,0.006106057,0.00004392197],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9450105,0.0002742271,0.0200922,0.00006644059,0.00002348788,0.00003832228,0.03050495,0.0009933538,0.002996564],"genre_scores_gemma":[0.9679629,0.00017732,0.01984674,0.00002516516,0.000008089386,0.00002954119,0.0102499,0.0000959434,0.001604471],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007336583,"threshold_uncertainty_score":0.02454334,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01251733227103176,"score_gpt":0.2119756672165272,"score_spread":0.1994583349454954,"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."}}