{"id":"W3040300966","doi":"10.1111/ggr.12351","title":"Potassium and Calcium <i>K</i>‐Edge XANES in Chemical Compounds and Minerals: Implications for Geological Phase Identification","year":2020,"lang":"en","type":"article","venue":"Geostandards and Geoanalytical Research","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Light Source (Canada); University of Saskatchewan","funders":"National Science Foundation","keywords":"XANES; Igneous rock; Silicate; Geology; Mineralogy; Potassium; Phase (matter); Silicate minerals; Chemistry; Spectroscopy; Geochemistry; 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":[0.0003954095,0.0002687172,0.0001497284,0.0007945536,0.0002849765,0.0006456065,0.0004988142,0.0004507788,0.0009117051],"category_scores_gemma":[0.0006805021,0.0002268843,0.0001374904,0.0006176314,0.0005756936,0.0008252921,0.0003262419,0.0002294091,0.0002084945],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003224436,"about_ca_system_score_gemma":0.0002987296,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001683536,"about_ca_topic_score_gemma":0.0050151,"domain_scores_codex":[0.9997413,0.00003072044,0.00002148964,0.000107092,0.0000735883,0.00002596654],"domain_scores_gemma":[0.9997005,0.00005670657,0.00007580822,0.00005887908,0.00009228908,0.00001584416],"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":[0.0001683889,0.00001829568,0.01379913,0.0001631429,0.0000156812,0.00008141255,0.0001700165,0.001243678,0.9710024,0.001153241,0.0001150822,0.01206965],"study_design_scores_gemma":[0.000007750318,0.00008473091,0.05187796,0.00002424287,0.00002624693,0.0003797981,0.0004741284,0.004609548,0.9349406,0.001539424,0.006012709,0.00002285348],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9714463,0.001258255,0.02315836,0.0001052512,0.00001516865,0.00002046406,0.0006419866,0.0001143424,0.003239921],"genre_scores_gemma":[0.9741034,0.0004778444,0.02338038,0.00003919693,0.000004383307,0.0000167551,0.0003728468,0.00004607713,0.001559047],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001683536,"threshold_uncertainty_score":0.003347456,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1326715528341454,"score_gpt":0.409758188978638,"score_spread":0.2770866361444926,"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."}}