{"id":"W4365453476","doi":"10.3390/min13040544","title":"Normative Mineralogy of 1170 Soil Profiles across Canada","year":2023,"lang":"en","type":"article","venue":"Minerals","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trent University","funders":"Natural Resources Canada; U.S. Geological Survey","keywords":"Plagioclase; Muscovite; Bedrock; Chlorite; Feldspar; Mineralogy; Geology; Weathering; Soil water; Geochemistry; Albite; Illite; Clay minerals; Soil science; Quartz; Geomorphology","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":[],"consensus_categories":[],"category_scores_codex":[0.0001651655,0.00009872366,0.0001729013,0.00001764746,0.0000668729,0.00001839328,0.0005027037,0.0000425337,0.00003237189],"category_scores_gemma":[0.0001448948,0.00008399053,0.00003375473,0.0004474559,0.00004378845,0.0001012967,0.0002587608,0.00006624257,0.00002216914],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001728862,"about_ca_system_score_gemma":0.0001156884,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1105821,"about_ca_topic_score_gemma":0.06911094,"domain_scores_codex":[0.9990906,0.00003581946,0.0002118416,0.0002008815,0.0001554263,0.0003054918],"domain_scores_gemma":[0.9993307,0.00009438518,0.00009312454,0.0003069513,0.0001221126,0.00005270231],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000006364913,0.00004800482,0.002384928,0.0002029498,0.00005108526,0.0001571875,0.00544732,0.009629279,0.4390526,0.006316616,0.5333024,0.003401205],"study_design_scores_gemma":[0.000811335,0.00009714712,0.007535624,0.00008041708,0.000005438054,0.00005120578,0.00143463,0.08194303,0.7278363,0.008133966,0.1713976,0.000673355],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.971058,0.00004652586,0.0005421184,0.005544384,0.0002379434,0.00008570615,0.0000241517,0.00009656336,0.02236462],"genre_scores_gemma":[0.9804714,0.000003767154,0.0005843235,0.0001847225,0.00004813888,0.0000179192,0.00002029142,0.000001580234,0.01866788],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3619048,"threshold_uncertainty_score":0.9478754,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01662210689387995,"score_gpt":0.2429023470441573,"score_spread":0.2262802401502773,"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."}}