{"id":"W2030842572","doi":"10.1111/j.1751-908x.2003.tb00711.x","title":"Intercomparison of Boron Isotope and Concentration Measurements. Part II: Evaluation of Results","year":2003,"lang":"en","type":"article","venue":"Geostandards and Geoanalytical Research","topic":"Groundwater and Isotope Geochemistry","field":"Earth and Planetary Sciences","cited_by":160,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Boron; Isotopes of boron; Isotope; Reproducibility; Environmental chemistry; Environmental science; Chemistry; Mineralogy; Analytical Chemistry (journal); Radiochemistry; Chromatography; 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":[],"consensus_categories":[],"category_scores_codex":[0.007605106,0.00008749683,0.0002123245,0.00005850455,0.000150763,0.00004259734,0.00007853581,0.00006895197,0.0007206317],"category_scores_gemma":[0.001229645,0.00006843218,0.00002913443,0.0001986655,0.0003279154,0.0001113232,0.0000225465,0.0001618708,0.000002295334],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001312341,"about_ca_system_score_gemma":0.0002379053,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008334406,"about_ca_topic_score_gemma":0.0005659175,"domain_scores_codex":[0.9972984,0.0003642241,0.0003723869,0.0002625222,0.001405808,0.0002966674],"domain_scores_gemma":[0.9986544,0.0001585913,0.00006054659,0.000169528,0.0008128339,0.0001440887],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001688416,0.000223687,0.7337179,0.0003529309,0.0002081702,0.000004137826,0.001710725,0.0003301478,0.00290146,0.002860035,0.003159738,0.2528427],"study_design_scores_gemma":[0.00916855,0.003739606,0.7452816,0.0005077248,0.0003617874,0.00002866283,0.003500063,0.05283726,0.110441,0.01823002,0.05521785,0.0006859555],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9505107,0.001663915,0.00004469788,0.0001944125,0.00004375872,0.0002449672,0.0001400599,0.000003587428,0.04715392],"genre_scores_gemma":[0.9995365,0.0001386104,0.0001031212,0.000007619918,0.00001811906,0.000001318826,0.00005441958,0.000001662831,0.0001386929],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2521568,"threshold_uncertainty_score":0.7890412,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1550745168250283,"score_gpt":0.3731155071884028,"score_spread":0.2180409903633745,"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."}}