{"id":"W2962752992","doi":"10.1111/ggr.12289","title":"Determination of Te, As, Bi, Sb and Se (TABS) in Geological Reference Materials and Geo<i>PT</i> Proficiency Test Materials by Hydride Generation‐Atomic Fluorescence Spectrometry (HG‐AFS)","year":2019,"lang":"en","type":"article","venue":"Geostandards and Geoanalytical Research","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Chicoutimi","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Hydride; Mass spectrometry; Analytical Chemistry (journal); Chemistry; Mass fraction; Reference values; Environmental chemistry; Metal; Chromatography","routes":{"ca_aff":true,"ca_fund":true,"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":[0.003636419,0.0002275053,0.0004891563,0.0002220976,0.0001840289,0.0003451377,0.0004581262,0.0002251031,0.0002709457],"category_scores_gemma":[0.001955941,0.0001832907,0.00002138287,0.0005308135,0.0005199857,0.0003247222,0.0007792307,0.0003316631,0.00001409716],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006078156,"about_ca_system_score_gemma":0.0001707891,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004203492,"about_ca_topic_score_gemma":0.00002887619,"domain_scores_codex":[0.99679,0.0002698982,0.000559145,0.0008783556,0.0007949676,0.000707643],"domain_scores_gemma":[0.9981711,0.0006597865,0.0001158603,0.0004493752,0.0003919553,0.0002119183],"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":[0.0001089628,0.0001587292,0.03666537,0.0003218817,0.00001111895,0.00005478897,0.0001962884,0.0000025958,0.9239991,0.02844379,0.0002456008,0.00979179],"study_design_scores_gemma":[0.001780987,0.001666434,0.07265026,0.0002778403,0.00002060736,0.00021665,0.0002562989,0.02645829,0.8638636,0.02890534,0.003159808,0.0007439199],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.994606,0.0004011023,0.0008285877,0.001710954,0.00004829571,0.000435476,0.0001094178,0.00002392863,0.001836229],"genre_scores_gemma":[0.9966722,0.0005082135,0.001813319,0.00006401099,0.0000387202,0.00001865681,0.00002447091,0.00000425552,0.0008561131],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06013552,"threshold_uncertainty_score":0.7474377,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03435220567310318,"score_gpt":0.3269682883795453,"score_spread":0.2926160827064421,"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."}}