{"id":"W4224991327","doi":"10.3390/met12050743","title":"Recent Developments in Medium and High Manganese Steels","year":2022,"lang":"en","type":"article","venue":"Metals","topic":"Microstructure and Mechanical Properties of Steels","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Natural Resources Canada","funders":"","keywords":"Manganese; Metallurgy; Materials 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":[0.0001901591,0.00008914058,0.0001478769,0.00005903822,0.00004426485,0.00001200797,0.0001030543,0.00002493937,0.0005695391],"category_scores_gemma":[0.00001222488,0.00007949873,0.00001312447,0.0001046097,0.000008626791,0.00005864332,0.0001229758,0.0001409793,0.00001600816],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006127057,"about_ca_system_score_gemma":0.00001005671,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007803671,"about_ca_topic_score_gemma":0.00001500884,"domain_scores_codex":[0.9993886,0.00002683847,0.000166904,0.0001195378,0.0001289083,0.0001692595],"domain_scores_gemma":[0.9998263,0.00001351946,0.00001235582,0.0000950516,0.000007553,0.00004529097],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009678823,0.00009959196,0.0004582473,0.0002913151,0.0002999329,0.0001478753,0.003447833,0.01295788,0.5386184,0.001764001,0.0102246,0.4315935],"study_design_scores_gemma":[0.000620855,0.00003744238,0.002349298,0.000009976802,0.00001441449,0.00002425335,0.0001543147,0.0002556774,0.1182506,0.0005675933,0.877459,0.0002565683],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9902247,0.00636632,0.00004118876,0.0003296906,0.0006226627,0.0002249425,0.0000155187,0.00009249356,0.002082551],"genre_scores_gemma":[0.9979426,0.0004196801,0.000687034,0.0002582705,0.00002137485,0.00003877692,0.00000955002,0.00001780638,0.0006049018],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8672345,"threshold_uncertainty_score":0.6236054,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01235558160074506,"score_gpt":0.1956706718080437,"score_spread":0.1833150902072986,"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."}}