{"id":"W2502476843","doi":"10.1007/978-3-319-48767-0_21","title":"Application of Nano-Scale Precipitate Engineering of TiN-NbC Composite in 32mm K60-E2 Grade Plate Rolling","year":2016,"lang":"en","type":"book-chapter","venue":"","topic":"Metallurgy and Material Forming","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Materials science; Acicular ferrite; Metallurgy; Toughness; Ferrite (magnet); Austenite; Tin; Microstructure; Acicular; Grain boundary; Composite material; Bainite","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":[0.0001779726,0.0003053856,0.0005803683,0.0002687806,0.00001347721,0.000007563785,0.0001859615,0.0002806677,0.0001251122],"category_scores_gemma":[0.000003623299,0.0002788325,0.0001154041,0.00003718559,0.0000262803,0.0001100934,0.00005122142,0.0001595532,0.00004576449],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004850455,"about_ca_system_score_gemma":0.000008914213,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001848144,"about_ca_topic_score_gemma":0.00001552212,"domain_scores_codex":[0.9986861,0.000004830473,0.0007099689,0.0002138912,0.0001637694,0.0002213803],"domain_scores_gemma":[0.9994002,0.00006031718,0.0001590038,0.0002909026,0.00003556004,0.00005401298],"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":[0.00003644604,0.00001356304,0.00002578526,0.001321296,0.0001477024,0.00000280906,0.0002187142,0.03973345,0.9039044,0.0503653,0.00001381903,0.004216672],"study_design_scores_gemma":[0.001189914,0.00007661201,0.0001625708,0.002715428,0.0001394797,0.00001424655,0.000008513045,0.04908613,0.9002757,0.006149761,0.03892675,0.001254907],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1496995,0.001567265,0.2059971,0.00003278617,0.00259746,0.002148084,0.0002352705,0.0009712043,0.6367513],"genre_scores_gemma":[0.9478121,0.0005703717,0.007741165,0.000005651718,0.0001915539,0.00004349652,0.0000791116,0.0002192814,0.04333721],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7981126,"threshold_uncertainty_score":0.9999664,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007129102301423434,"score_gpt":0.182341430970124,"score_spread":0.1752123286687006,"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."}}