{"id":"W2969134127","doi":"10.32730/imz.2657-747.19.1.3","title":"A NEW SET OF CERTIFIED REFERENCE MATERIALS OF THE CHEMICAL COMPOSITION OF THE IRON ORES","year":2019,"lang":"en","type":"article","venue":"Journal of Metallic Materials","topic":"Mining and Gasification Technologies","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Homogeneity (statistics); Raw material; Chemical composition; Hematite; Pellets; Mineralogy; Environmental science; Metallurgy; Materials science; Mathematics; Chemistry; Statistics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000412023,0.00008392133,0.0003849113,0.00004678297,0.000008850212,0.00001173271,0.0004219202,0.00008946091,0.0004633647],"category_scores_gemma":[0.00007580526,0.00004522445,0.00006969103,0.00008454725,0.00004906701,0.00004947576,0.00005420936,0.00006475163,0.000003052105],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001427377,"about_ca_system_score_gemma":0.00002339161,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001746198,"about_ca_topic_score_gemma":3.089899e-7,"domain_scores_codex":[0.9988726,0.00007730228,0.000710849,0.00005135967,0.0002125811,0.00007532455],"domain_scores_gemma":[0.9988964,0.00004902827,0.0006672601,0.0002940975,0.00007812164,0.0000150527],"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":[0.00003974828,0.000008783335,0.00004381947,0.0001924072,0.00004135399,7.814037e-8,0.0001228924,0.0000919599,0.9984362,0.0005375547,0.0003016775,0.0001835069],"study_design_scores_gemma":[0.0002016453,0.00002955692,0.0024748,0.0002068656,0.00004452327,0.00001122348,0.00005592086,0.000003959389,0.9962621,0.0004934091,0.00017397,0.00004198617],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989855,0.00007318238,0.00003328408,0.0001891855,0.0004765355,0.0001019423,0.00003931324,0.00001257932,0.00008843085],"genre_scores_gemma":[0.9990743,0.00005304017,0.0007629231,0.000005140015,0.00003785662,0.000001163135,0.000001823883,0.000008647104,0.00005507019],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002430981,"threshold_uncertainty_score":0.5073519,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02757350070966709,"score_gpt":0.235227487777582,"score_spread":0.207653987067915,"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."}}