{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003893443,0.0003565085,0.0002904783,0.003663914,0.001109787,0.0008900885,0.0006796553,0.0001628044,0.0008837108],"category_scores_gemma":[0.0009387946,0.0002282552,0.0003060041,0.006400539,0.000311141,0.0002138629,0.0004823382,0.0001704053,0.000238907],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01024985,"about_ca_system_score_gemma":0.01098358,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9728908,"about_ca_topic_score_gemma":0.9903606,"domain_scores_codex":[0.999279,0.0000240107,0.00004554697,0.0001323323,0.0004111772,0.000107978],"domain_scores_gemma":[0.9979505,0.00006857563,0.0001596799,0.0000778041,0.001629821,0.0001136257],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001121344,0.00003728203,0.9289013,0.0001710659,0.0001804471,0.0001797222,0.001274102,0.002974317,0.01053873,0.0005550439,0.003248976,0.05182699],"study_design_scores_gemma":[0.000003745258,0.000008895076,0.9911056,0.00001528312,0.00001829884,0.00004250699,0.0004837225,0.001267617,0.00151668,0.00005272201,0.005470221,0.00001466146],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9481643,0.0005404468,0.001947116,0.00005183207,0.0000060487,0.0000906178,0.0407019,0.0002165412,0.008280993],"genre_scores_gemma":[0.9719983,0.0004317819,0.003328494,0.00003504413,0.000003285061,0.00005457337,0.02219983,0.00004047781,0.001908247],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02710921,"threshold_uncertainty_score":0.07436824,"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."}}