{"id":"W4378836266","doi":"10.17073/1683-4518-2023-1-3-7","title":"Material composition and microstructure of ceramic glass й hearth of blast furnace No. 6 of JSC EVRAZ NTMK after service. Refractory microstructure after service","year":2023,"lang":"en","type":"article","venue":"NOVYE OGNEUPORY (NEW REFRACTORIES)","topic":"Iron and Steelmaking Processes","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"EVRAZ (Canada)","funders":"","keywords":"Microstructure; Mullite; Materials science; Metallurgy; Blast furnace; Ceramic; Eutectic system; Silicon carbide; Carbide; Composite material","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001346027,0.0004789399,0.0007424967,0.0002387595,0.00005432662,0.00005177163,0.0002682402,0.0004609582,0.0005726138],"category_scores_gemma":[0.00002168741,0.0004637216,0.000101474,0.0007162083,0.0001218994,0.0003565309,0.0001466108,0.0004029046,0.00003385987],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006357564,"about_ca_system_score_gemma":0.0001184687,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001948313,"about_ca_topic_score_gemma":0.0003633469,"domain_scores_codex":[0.9978852,0.00005517131,0.0007908336,0.0004089109,0.000408426,0.0004514086],"domain_scores_gemma":[0.9984264,0.00007464855,0.0003199625,0.0005175705,0.0005118969,0.0001495167],"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":[0.001432553,0.00004223525,0.003458119,0.005323382,0.0001187076,0.00002687966,0.003289409,0.0003120743,0.9842615,0.00002277041,0.001222645,0.0004897424],"study_design_scores_gemma":[0.003297161,0.0004211561,0.3957816,0.001465907,0.0002675719,0.0001313828,0.0006100059,0.0006310512,0.4844983,0.0001463441,0.1113821,0.001367333],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9956403,0.0006321042,0.00001836012,0.00008426247,0.001686457,0.0002816059,0.0009786705,0.0001870931,0.0004911421],"genre_scores_gemma":[0.9979153,0.0001388402,0.000476496,0.0002070641,0.0003633233,0.00001402942,0.0002031492,0.0001135777,0.0005682306],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4997632,"threshold_uncertainty_score":0.9997814,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005596083455528741,"score_gpt":0.2090712719407062,"score_spread":0.2034751884851774,"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."}}