{"id":"W2038054795","doi":"10.1111/j.1751-908x.2010.00114.x","title":"GSD-1G and MPI-DING Reference Glasses for In Situ and Bulk Isotopic Determination","year":2010,"lang":"en","type":"article","venue":"Geostandards and Geoanalytical Research","topic":"Geological and Geochemical Analysis","field":"Earth and Planetary Sciences","cited_by":169,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; University of Saskatchewan","funders":"","keywords":"Mineralogy; Analytical Chemistry (journal); Chemistry; Environmental 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008985812,0.0004990532,0.0003279349,0.002256833,0.001090903,0.0004562065,0.0009615582,0.0004008793,0.001908515],"category_scores_gemma":[0.0007300398,0.0002000095,0.0003038609,0.001794158,0.0002895363,0.0003536846,0.0007659332,0.0003342665,0.0004599824],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00133593,"about_ca_system_score_gemma":0.00115381,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02055997,"about_ca_topic_score_gemma":0.1073702,"domain_scores_codex":[0.9988385,0.00008209264,0.00005640353,0.0002040348,0.0007583692,0.00006059289],"domain_scores_gemma":[0.9996279,0.00002704977,0.00005435276,0.00009989063,0.0001729025,0.00001788423],"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":[0.000330832,0.00006481538,0.07694343,0.0002951705,0.00007116819,0.0002661758,0.0007533082,0.001600887,0.8115899,0.002082976,0.004030155,0.1019711],"study_design_scores_gemma":[0.00004962102,0.0004775625,0.2350954,0.00008074853,0.0001777772,0.000998643,0.0007279659,0.002308849,0.5770596,0.0009242748,0.1820406,0.00005891198],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9069297,0.001732957,0.0485751,0.0003825274,0.0001539188,0.000542242,0.01392558,0.0008114942,0.02694657],"genre_scores_gemma":[0.8477385,0.001190457,0.1132376,0.0002532656,0.00004076215,0.0005265949,0.01749859,0.0002611078,0.01925314],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02055997,"threshold_uncertainty_score":0.04088056,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05223774067400666,"score_gpt":0.347081709535296,"score_spread":0.2948439688612894,"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."}}