{"id":"W2596298946","doi":"10.1088/0026-1394/54/1a/08010","title":"Contaminant and other elements in soil (CCQM-K127)","year":2017,"lang":"en","type":"article","venue":"Metrologia","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada","funders":"","keywords":"Environmental science; Soil water; Soil contamination; Environmental chemistry; Smelting; Contamination; Soil test; Environmental remediation; Soil science; Chemistry","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005111992,0.00008333286,0.0001299228,0.00003534525,0.0001493323,0.0001135398,0.0006919311,0.00006315603,0.00002971995],"category_scores_gemma":[0.0002742632,0.00006678932,0.00001822258,0.00004063969,0.00007253393,0.0001269874,0.0004018414,0.00009831418,0.00001919989],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000103968,"about_ca_system_score_gemma":0.00001044961,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001326411,"about_ca_topic_score_gemma":0.00009018038,"domain_scores_codex":[0.9992568,0.0000316506,0.0001319982,0.0002653321,0.00007915018,0.0002350828],"domain_scores_gemma":[0.9992689,0.0000340031,0.0001050641,0.0005367324,0.00001918478,0.00003610679],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00000881169,0.00004778047,0.9648795,0.00001552557,0.00001316796,0.00006588905,0.0001614486,0.00001418375,0.00419573,0.01151597,0.0004926595,0.01858933],"study_design_scores_gemma":[0.00129502,0.0001467384,0.9016162,0.00002283776,0.000005116185,0.00002123106,0.00004372162,0.01598707,0.01076471,0.01204562,0.05777403,0.000277741],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9431155,0.0001128773,0.008507255,0.002745296,0.0001969453,0.00009093099,0.000001388728,0.00004939312,0.0451804],"genre_scores_gemma":[0.9952433,0.000005019128,0.003018952,0.0004115408,0.00002082692,0.00000952045,2.58744e-7,0.000001065359,0.001289567],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06326335,"threshold_uncertainty_score":0.2723589,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02405581597666049,"score_gpt":0.2584701741049093,"score_spread":0.2344143581282488,"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."}}