{"id":"W2373970239","doi":"","title":"Simulation of Heavy Metal Content in Soil Based on Thermal Infrared Spectrum","year":2010,"lang":"en","type":"article","venue":"","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"CAE (Canada)","funders":"","keywords":"Emissivity; Infrared; Metal; Content (measure theory); Heavy metals; Materials science; Analytical Chemistry (journal); Chemistry; Metallurgy; Environmental chemistry; Mathematics; Optics; Physics","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":[0.0002069603,0.0003812246,0.000335006,0.0004339759,0.0002515163,0.0004260555,0.0005542009,0.000710693,0.001529049],"category_scores_gemma":[0.0006347607,0.0002839443,0.0005703279,0.0005410675,0.0002862694,0.0006685067,0.0002506416,0.0002539021,0.0001601944],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005943264,"about_ca_system_score_gemma":0.0003758246,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02100541,"about_ca_topic_score_gemma":0.008755989,"domain_scores_codex":[0.9999112,0.00001980115,0.000004620619,0.00002349975,0.00001680528,0.00002402832],"domain_scores_gemma":[0.999767,0.0001258604,0.00002958997,0.00001332388,0.00004728833,0.0000169994],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00004388269,0.00002658264,0.006483621,0.00001921295,0.0000128907,0.00006261728,0.0000227185,0.9889893,0.002400598,0.0003573772,0.00007198213,0.001509153],"study_design_scores_gemma":[0.000004499571,0.000008905057,0.000999338,8.240792e-7,0.000003318627,0.000005573131,0.00001012337,0.9983504,0.0004710957,0.0001063708,0.00003667555,0.000003018727],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9708864,0.00006814588,0.02510815,0.00008052061,0.00001296959,0.00002438896,0.0002602293,0.0002529284,0.003306204],"genre_scores_gemma":[0.9960532,0.00004479841,0.002871168,0.000007779935,0.000001892676,0.00002334781,0.0001080927,0.00001468884,0.0008749611],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02100541,"threshold_uncertainty_score":0.04176629,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02423231079104509,"score_gpt":0.2288296346904824,"score_spread":0.2045973238994373,"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."}}