{"id":"W1989812394","doi":"10.1111/j.1751-908x.2009.00003.x","title":"Selenium Concentrations in Twenty‐Six Geological Reference Materials: New Determinations and Proposed Values","year":2009,"lang":"en","type":"article","venue":"Geostandards and Geoanalytical Research","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Chicoutimi","funders":"","keywords":"Outlier; Reference values; Selenium; Certified reference materials; Standard deviation; Base (topology); Mineralogy; Statistics; Chemistry; Mathematics; Geology; Detection limit","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":[0.001883368,0.0001460192,0.0002519854,0.0001433914,0.0003132002,0.0004024358,0.0003862243,0.0001554296,0.0001206407],"category_scores_gemma":[0.001381062,0.0001165893,0.00002214195,0.0005181705,0.0003165207,0.000246505,0.0002888618,0.0004093022,0.000008284282],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004914889,"about_ca_system_score_gemma":0.0002923939,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009419049,"about_ca_topic_score_gemma":0.00005760726,"domain_scores_codex":[0.9976416,0.0002408993,0.0003145747,0.000570645,0.0005759425,0.0006563539],"domain_scores_gemma":[0.998605,0.0003627593,0.00003566976,0.0003172172,0.0003633711,0.0003160419],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001484339,0.0002536975,0.0113856,0.00007553435,0.00002542307,0.0001954391,0.0008343977,0.00004015597,0.01366513,0.8969657,0.003135024,0.07327541],"study_design_scores_gemma":[0.002302596,0.001491914,0.2478398,0.000200011,0.00002400973,0.0001569295,0.000442941,0.03649841,0.02025289,0.6360687,0.05396897,0.0007528734],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7740641,0.001174375,0.03688022,0.118312,0.0001453858,0.001344115,0.00007242838,0.0002468067,0.06776052],"genre_scores_gemma":[0.9940057,0.0001622241,0.003400697,0.0001395486,0.00005126171,0.000004155617,0.000008277411,0.00000135261,0.002226741],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2608971,"threshold_uncertainty_score":0.4754373,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06536838850816228,"score_gpt":0.3686860792067773,"score_spread":0.303317690698615,"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."}}