{"id":"W2011634150","doi":"10.1111/j.1751-908x.2012.00175.x","title":"A Common Reference Material for Cadmium Isotope Studies – NIST SRM 3108","year":2012,"lang":"en","type":"article","venue":"Geostandards and Geoanalytical Research","topic":"Isotope Analysis in Ecology","field":"Environmental Science","cited_by":166,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Deutsche Forschungsgemeinschaft; Science and Technology Facilities Council; Leibniz-Gemeinschaft; Imperial College London; Natural Environment Research Council; Sight Research UK","keywords":"NIST; Isotope; Chemistry; Mass spectrometry; Analytical Chemistry (journal); Environmental chemistry; Chromatography; Computer science; Physics; Nuclear 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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.004512868,0.0001701593,0.0004190512,0.0000963496,0.0006166254,0.0001003161,0.0003001673,0.0001357862,0.002843203],"category_scores_gemma":[0.001167303,0.0001311616,0.00007353565,0.0003459681,0.001214191,0.0002020203,0.0008507305,0.0003204376,0.0002374401],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003374222,"about_ca_system_score_gemma":0.00004165749,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004129077,"about_ca_topic_score_gemma":0.001050156,"domain_scores_codex":[0.9969716,0.0002560156,0.0003337226,0.0004214857,0.0008315064,0.001185647],"domain_scores_gemma":[0.9984003,0.0006979891,0.00004524334,0.0003736869,0.0001357926,0.0003469354],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002432786,0.0009866217,0.5610899,0.0002802698,0.0008591393,0.00007768522,0.002433924,0.00003958385,0.004327954,0.09242639,0.2484122,0.08663359],"study_design_scores_gemma":[0.001094184,0.001082882,0.07708193,0.00003056296,0.0001767394,0.00003215142,0.001566474,0.001335246,0.002599446,0.01872895,0.8957232,0.0005482617],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.937645,0.0008060353,0.0003670863,0.004336778,0.0003228348,0.0009986876,0.0003347409,0.00004506203,0.05514381],"genre_scores_gemma":[0.9943414,0.0002319187,0.0006769103,0.0002051109,0.0001953152,0.0001099301,0.00002133903,0.00001675574,0.004201304],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.647311,"threshold_uncertainty_score":0.9980683,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1056280929903787,"score_gpt":0.4352477710876285,"score_spread":0.3296196780972498,"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."}}