{"id":"W2885760141","doi":"10.1017/s1431927618014782","title":"Submicron Distribution and Association of Copper and Organic Carbon in A Contaminated Soil Using Scanning Transmission X-ray Microspectroscopy","year":2018,"lang":"en","type":"article","venue":"Microscopy and Microanalysis","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Light Source (Canada); University of Saskatchewan","funders":"","keywords":"Copper; X-ray; Contamination; Materials science; Transmission (telecommunications); Environmental science; Environmental chemistry; Analytical Chemistry (journal); Chemistry; Optics; Computer science; Metallurgy; Physics; Biology; Telecommunications","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":[0.0005684535,0.0001884835,0.0003743468,0.0001186062,0.000183089,0.00009928986,0.0001411026,0.0001788451,0.000007892369],"category_scores_gemma":[0.00005063781,0.0001866662,0.00003973107,0.0005572201,0.0001567097,0.0001568335,0.0001235808,0.0001504153,3.466329e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000119974,"about_ca_system_score_gemma":0.00004710555,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005601346,"about_ca_topic_score_gemma":0.0001284047,"domain_scores_codex":[0.9986421,0.00009456059,0.0003515311,0.0004863499,0.0001032946,0.0003220938],"domain_scores_gemma":[0.9993062,0.00005340139,0.0002273039,0.0001835841,0.0001567739,0.00007274593],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00002216673,0.00002818772,0.05987447,0.00005400031,0.00004018274,0.000002276672,0.001069095,0.000005007026,0.9380817,0.00001548275,0.0000213026,0.0007860597],"study_design_scores_gemma":[0.0007902221,0.00007940392,0.01859052,0.0001343213,0.0001065439,0.00001848833,0.0001684335,0.01871132,0.9606684,0.0001188054,0.0003893048,0.000224237],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9787331,0.001249052,0.0194153,0.0003790258,0.00003425661,0.00009800039,0.000009628616,0.00002161775,0.00005999111],"genre_scores_gemma":[0.9960877,0.0002884083,0.003346013,0.00004174106,0.00001740859,0.000001881774,0.0000182874,0.000004275329,0.0001942938],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04128395,"threshold_uncertainty_score":0.7612027,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005660993873701107,"score_gpt":0.2278554457432073,"score_spread":0.2221944518695062,"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."}}