{"id":"W2272553036","doi":"10.17073/0368-0797-2013-6-33-35","title":"MODIFICATION OF METAL BY NANOPOWDER INOCULATORS AT THE ROLLED SECTION STEEL CONTINUOUS CASTING MACHINE TO IMPROVE THE QUALITY OF ROLLED STEEL","year":2015,"lang":"en","type":"article","venue":"Izvestiya Ferrous Metallurgy","topic":"Engineering and Environmental Studies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"EVRAZ (Canada)","funders":"","keywords":"Metallurgy; Continuous casting; Section (typography); Materials science; Casting; Computer science","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":[0.0008999092,0.0002816668,0.0005439267,0.00005864742,0.0001208403,0.00001606613,0.0002357751,0.00009016087,0.00001846078],"category_scores_gemma":[0.0002148547,0.0001817559,0.0001493685,0.0002522512,0.0001121234,0.00009293221,0.0001383881,0.0001831894,0.00001472876],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001824249,"about_ca_system_score_gemma":0.00001094967,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001015729,"about_ca_topic_score_gemma":0.0002177824,"domain_scores_codex":[0.9982653,0.0001339068,0.0006437367,0.0002427994,0.0004346708,0.0002796267],"domain_scores_gemma":[0.9990223,0.0001807754,0.000182095,0.000453684,0.00005715523,0.0001039749],"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":[0.0001227347,0.00008773558,0.0006964913,0.00008579273,0.0006120524,0.000001076312,0.001904581,0.4875554,0.5050317,0.0001105114,0.0004304796,0.003361449],"study_design_scores_gemma":[0.01201027,0.001698703,0.128693,0.0001731447,0.0017293,0.0001071293,0.00842521,0.3329402,0.4864881,0.0003285028,0.02437688,0.003029474],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9904881,0.002321928,0.003764651,0.0001118106,0.0005986537,0.0005077201,0.00004295207,0.0001200678,0.002044099],"genre_scores_gemma":[0.9981872,0.00003566351,0.0002855749,0.00002215121,0.00005670671,0.00009220011,0.00001692826,0.00004935764,0.001254229],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1546152,"threshold_uncertainty_score":0.741179,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02584203116415694,"score_gpt":0.2453460353544242,"score_spread":0.2195040041902672,"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."}}