{"id":"W4249379014","doi":"10.1002/9781119093435.ch171","title":"Production and Certification of Metallic Certified Reference Materials for the Analysis of Aluminium Alloys","year":2015,"lang":"en","type":"other","venue":"","topic":"Electron and X-Ray Spectroscopy Techniques","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Rio Tinto (Canada)","funders":"","keywords":"Certification; Aluminium; Metallurgy; Materials science; Certified reference materials; Mathematics; Political science; Statistics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002034027,0.0005140179,0.0002755551,0.002360644,0.0009122742,0.001152934,0.001515909,0.0009316151,0.009621781],"category_scores_gemma":[0.002464045,0.0003232259,0.0003676868,0.001242543,0.0004844615,0.0007036498,0.0006873004,0.0005053176,0.006760702],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001348593,"about_ca_system_score_gemma":0.002217314,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00584945,"about_ca_topic_score_gemma":0.01680854,"domain_scores_codex":[0.9966073,0.0002747931,0.0001431178,0.000290631,0.002580167,0.0001039594],"domain_scores_gemma":[0.9986331,0.0001078623,0.0001038911,0.0002389198,0.0008906917,0.00002544531],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002859406,0.0005618123,0.00785591,0.001139407,0.00002447138,0.0006953591,0.0007466952,0.004353318,0.3707086,0.01520653,0.03284117,0.5655808],"study_design_scores_gemma":[0.00004060258,0.0004338043,0.01565052,0.0003336596,0.00003126475,0.0006523916,0.0004280297,0.00313109,0.6151745,0.001931388,0.3621504,0.00004228052],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.2757195,0.004552348,0.1813609,0.001101187,0.0006683686,0.002500487,0.009656061,0.005412338,0.5190288],"genre_scores_gemma":[0.4959148,0.004957001,0.2021731,0.000534678,0.0001052155,0.000795193,0.01628903,0.001464862,0.277766],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.009621781,"threshold_uncertainty_score":0.032188,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05623119025157357,"score_gpt":0.3195017555443647,"score_spread":0.2632705652927911,"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."}}