{"id":"W2570827068","doi":"10.1016/j.calphad.2016.11.003","title":"Critical reassessment of the Fe-Si system","year":2017,"lang":"en","type":"article","venue":"Calphad","topic":"Metallurgical Processes and Thermodynamics","field":"Engineering","cited_by":91,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"Natural Sciences and Engineering Research Council of Canada; McGill University","keywords":"Phase diagram; Mixing (physics); Thermodynamics; Steelmaking; CALPHAD; Statistical physics; Materials science; Phase transition; Phase (matter); Chemistry; Physics; Metallurgy","routes":{"ca_aff":true,"ca_fund":true,"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":[0.00007992722,0.00006628843,0.0001184927,0.00000657035,0.0001000429,0.00003770132,0.0003154734,0.00004412965,0.00001488576],"category_scores_gemma":[0.00006950326,0.00004117514,0.00006120715,0.00001869798,0.00007484439,0.00005721782,0.00005753625,0.00008415128,0.00001073306],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002759504,"about_ca_system_score_gemma":0.000009004555,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008787031,"about_ca_topic_score_gemma":0.000003050327,"domain_scores_codex":[0.9995803,0.000009108108,0.0001187013,0.00006887544,0.0001121056,0.0001109671],"domain_scores_gemma":[0.9994255,0.00003222768,0.00002496721,0.0004385866,0.00003475086,0.00004401027],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001175695,0.00006388895,0.0003377757,0.002346909,0.0001050124,0.00002731717,0.00007974742,0.001887455,0.006883423,0.9698159,0.0003498343,0.018091],"study_design_scores_gemma":[0.0004130296,0.00002829368,0.04116313,0.0003608529,0.00007800433,0.00002517275,0.0001002063,0.9433473,0.001832236,0.003307872,0.009067817,0.0002760833],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.680945,0.0006875771,0.05103408,0.0004238203,0.00227372,0.0002166781,0.00002302218,0.0002045279,0.2641916],"genre_scores_gemma":[0.9996843,0.00001082505,0.0001078584,0.000009699209,0.00005570938,0.000005407479,3.812107e-7,0.00001190888,0.000113877],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.966508,"threshold_uncertainty_score":0.1679073,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01362871422300486,"score_gpt":0.2593900681213112,"score_spread":0.2457613538983063,"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."}}