{"id":"W3119597290","doi":"10.1016/j.calphad.2020.102244","title":"Modeling the viscosity of silicate melts containing Fe oxide: FeO/Fe2O3 containing system","year":2021,"lang":"en","type":"article","venue":"Calphad","topic":"Metallurgical Processes and Thermodynamics","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"JFE Steel Corporation; Voestalpine","keywords":"Silicate; Viscosity; Ternary operation; Thermodynamics; Oxide; Materials science; Gibbs free energy; Mineralogy; Chemistry; Metallurgy; Physics; Organic chemistry","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":[0.0003337347,0.0001835655,0.0003809109,0.00002702382,0.0001096342,0.00004517116,0.000233597,0.00009717566,0.00002125196],"category_scores_gemma":[0.00006868426,0.0001386184,0.0001302034,0.0002046656,0.00004473991,0.00009205664,0.0000824251,0.0002537026,0.00001474284],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007712057,"about_ca_system_score_gemma":0.0000382037,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004562862,"about_ca_topic_score_gemma":0.00002373362,"domain_scores_codex":[0.9988415,0.00005103408,0.0004021852,0.0002141286,0.0002002229,0.0002909793],"domain_scores_gemma":[0.9992486,0.0001175114,0.00005502181,0.0003453209,0.0001407932,0.00009275338],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00004541697,0.00002544943,0.00004379025,0.0006936722,0.0002174666,0.00007841326,0.0005103652,0.9298285,0.02464697,0.04163269,0.000009190156,0.002268082],"study_design_scores_gemma":[0.0003102697,0.00001847622,0.00005912233,0.0001494336,0.00004883634,0.00002885329,0.001051632,0.9952704,0.002428298,0.0002751607,0.000197688,0.0001618132],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7785036,0.002223985,0.2128922,0.00004944989,0.0001882185,0.0001122608,0.000008810298,0.0001917975,0.005829703],"genre_scores_gemma":[0.9994349,0.0000631751,0.0002817037,0.00005061253,0.00005788637,0.0000146208,0.00001090259,0.0000384311,0.00004770922],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2209314,"threshold_uncertainty_score":0.5652695,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01904873080696647,"score_gpt":0.2252661309756099,"score_spread":0.2062174001686435,"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."}}