{"id":"W2097870937","doi":"10.1144/geochem2012-140","title":"Overview of the Canadian component of the North American Soil Geochemical Landscapes Project with recommendations for acquiring soil geochemical data for environmental and human health risk assessments","year":2013,"lang":"en","type":"article","venue":"Geochemistry Exploration Environment Analysis","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Geological Survey of Canada","funders":"","keywords":"Human health; Component (thermodynamics); Environmental science; Earth science; Geology; Environmental health; Medicine","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0003526964,0.0002286129,0.0003877637,0.00005836521,0.0005617494,0.00006385127,0.001040901,0.00005922452,0.00003601256],"category_scores_gemma":[0.00004246135,0.000161005,0.0001383356,0.0003951524,0.0002717778,0.0002792613,0.0005509815,0.000151031,5.24145e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000146147,"about_ca_system_score_gemma":0.0001483446,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.008031585,"about_ca_topic_score_gemma":0.01961114,"domain_scores_codex":[0.998111,0.00008957184,0.0005083221,0.0006134681,0.0003374214,0.0003401923],"domain_scores_gemma":[0.9975522,0.0001081459,0.0008210998,0.001353153,0.00004146491,0.000123969],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00005065106,0.001143888,0.8717623,0.0008124482,0.00300452,5.354816e-7,0.001589999,0.01585123,0.07844832,0.0002256642,0.01013545,0.01697501],"study_design_scores_gemma":[0.003616477,0.0004887183,0.2837117,0.0002847766,0.002561306,0.00001400444,0.002996402,0.4722058,0.1931059,0.001487902,0.0376912,0.001835835],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9673097,0.0001022672,0.02044867,0.009464114,0.00002281652,0.001425661,0.001115671,0.00001985137,0.00009121885],"genre_scores_gemma":[0.9920007,0.0001155452,0.00512605,0.0001214405,0.00002894887,0.0003633658,0.002127564,0.00000634499,0.0001100128],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5880506,"threshold_uncertainty_score":0.998574,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0551578197098825,"score_gpt":0.2873400811034435,"score_spread":0.232182261393561,"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."}}