{"id":"W4381948845","doi":"10.1016/j.oceram.2023.100387","title":"A refractory engineering program for the 21 st century","year":2023,"lang":"en","type":"article","venue":"Open Ceramics","topic":"Biomedical and Engineering Education","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"Université de Limoges; Universität Potsdam; Horizon 2020; HORIZON EUROPE Framework Programme; Horizon 2020 Framework Programme; European Commission","keywords":"Value (mathematics); Order (exchange); Public relations; Engineering; Engineering ethics; Medical education; Engineering management; Political science; Business; Computer science; Medicine; Finance","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":[0.003752387,0.0008900279,0.0004509606,0.001560533,0.008064936,0.007464496,0.001323849,0.002392506,0.10092],"category_scores_gemma":[0.00347358,0.0003151102,0.0007042969,0.0006027783,0.002715533,0.00337753,0.00947161,0.005176353,0.03626481],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00339017,"about_ca_system_score_gemma":0.01605342,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002862576,"about_ca_topic_score_gemma":0.01189136,"domain_scores_codex":[0.9980356,0.0002586913,0.00008236514,0.000199418,0.0009953449,0.000428624],"domain_scores_gemma":[0.9947642,0.0001363274,0.0001727877,0.0002359193,0.0007916978,0.003899048],"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":[0.00007329292,0.000402838,0.001448852,0.0003186542,0.0000067409,0.000390884,0.003794983,0.0001780786,0.003224301,0.09530789,0.7033565,0.191497],"study_design_scores_gemma":[0.000002851425,0.00006030089,0.0005594551,0.0001088357,0.000001559225,0.000182211,0.0007279991,0.0000475325,0.0002073906,0.003100428,0.9949954,0.000005906414],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.0209903,0.01504304,0.01212736,0.1729525,0.02115379,0.0004871196,0.0004701783,0.0009940576,0.7557818],"genre_scores_gemma":[0.03484385,0.005242906,0.008325848,0.01224025,0.001768871,0.000159723,0.0001968531,0.0003137758,0.9369078],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.10092,"threshold_uncertainty_score":0.3376111,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01750929933000284,"score_gpt":0.2678310341759861,"score_spread":0.2503217348459833,"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."}}