{"id":"W6891618824","doi":"10.4224/crm.2021.gads-1","title":"GADS-1: Isotopic Certified Reference Material of Natural Gadolinium","year":2021,"lang":"en","type":"other","venue":"NRC Digital Repository","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada","funders":"","keywords":"Gadolinium; Calibration; Certified reference materials; Isotope; Isotope dilution; Natural materials","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00007815463,0.0005865307,0.0008713975,0.0002966547,0.00003982401,0.0003464273,0.0006228308,0.0006461135,0.001330249],"category_scores_gemma":[0.0001940736,0.0005694127,0.0002776978,0.0002257164,0.0002923957,0.0001875236,0.0003250663,0.0004372953,0.0006265608],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002549866,"about_ca_system_score_gemma":0.0004579226,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003415379,"about_ca_topic_score_gemma":0.00006811355,"domain_scores_codex":[0.9967254,0.00009455513,0.000730396,0.0008362984,0.001130817,0.0004825663],"domain_scores_gemma":[0.9975176,0.00004756983,0.0007821911,0.001197221,0.0002971119,0.0001582876],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002767024,0.0003392623,0.0004790867,0.0008884617,0.0004189992,0.0003924268,0.00006304197,4.394437e-7,0.1140553,0.0003224462,0.8805925,0.002171259],"study_design_scores_gemma":[0.0005666518,0.0001040773,0.001119007,0.001474629,0.00009551201,0.0001754386,0.00005137105,0.000003754222,0.06203097,0.00004370582,0.9334271,0.0009078184],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.006890913,0.001483468,0.000001680215,0.000004438078,0.005886253,0.0003494538,0.0006793689,0.0004577242,0.9842467],"genre_scores_gemma":[0.2932918,0.00001015575,0.00007667061,0.00001324582,0.00118344,0.00002382825,0.0005160198,0.0008222685,0.7040625],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2864009,"threshold_uncertainty_score":0.9996758,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01920720702007405,"score_gpt":0.2469084296634736,"score_spread":0.2277012226433996,"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."}}