{"id":"W2091587435","doi":"10.1007/s11661-005-0232-y","title":"Application of solute drag theory to model ferrite formation in multiphase steels","year":2005,"lang":"en","type":"article","venue":"Metallurgical and Materials Transactions A","topic":"Microstructure and Mechanical Properties of Steels","field":"Engineering","cited_by":42,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Solvent drag; Austenite; Materials science; Formability; Ferrite (magnet); Drag; Thermodynamics; Microstructure; Metallurgy; Dissipation; Mechanics; Composite material; Physics","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":[0.0001487942,0.00009567924,0.0001975005,0.00006462949,0.00003128749,0.00002245591,0.00005592399,0.00007068356,0.0001374612],"category_scores_gemma":[0.000002647251,0.00008418837,0.00003228996,0.00006706388,0.00001791043,0.0002184658,0.000005483271,0.00005314676,0.00001129265],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001858823,"about_ca_system_score_gemma":0.000002585093,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002348965,"about_ca_topic_score_gemma":0.00006455356,"domain_scores_codex":[0.999362,0.00001980777,0.000309282,0.0001119213,0.00006336788,0.0001336311],"domain_scores_gemma":[0.9997932,0.00001255927,0.00001938353,0.00009385474,0.00001660436,0.00006434164],"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":[0.00005959048,0.00003088028,1.261733e-8,0.00007123932,0.00001005109,4.259535e-7,0.0002281627,0.2301843,0.7420646,0.0008856697,0.000003685876,0.02646138],"study_design_scores_gemma":[0.0007362842,0.00003772838,0.00001745336,0.00003252404,0.00003678995,0.00002005099,0.00003666685,0.3961073,0.5953506,0.001321117,0.006112865,0.0001905502],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2858009,0.00008904502,0.7136332,0.00005223024,0.00003458929,0.0002178351,0.00003415207,0.00004305467,0.0000950394],"genre_scores_gemma":[0.9896331,0.00009887599,0.009982876,0.0000519639,0.00001903035,0.0000651294,0.000008325199,0.0000121646,0.0001285274],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7038322,"threshold_uncertainty_score":0.3433102,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009079193374524765,"score_gpt":0.2072787067282442,"score_spread":0.1981995133537195,"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."}}