{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009276311,0.0003528868,0.0002357419,0.0008408802,0.0002730141,0.0007988422,0.0005485506,0.0006890216,0.004381873],"category_scores_gemma":[0.0006073027,0.0001940466,0.000226968,0.0007852546,0.0005520433,0.0009955885,0.000479173,0.0006505889,0.001319485],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008242233,"about_ca_system_score_gemma":0.0007318642,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001337302,"about_ca_topic_score_gemma":0.002465982,"domain_scores_codex":[0.9997811,0.00002873389,0.00001505789,0.00005678463,0.00008757412,0.00003077109],"domain_scores_gemma":[0.9996347,0.00007749221,0.00005234267,0.00001489857,0.0001583318,0.00006218562],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0007853883,0.0002387913,0.003805513,0.00962456,0.0001147049,0.001183958,0.0005467149,0.002991904,0.1351574,0.1129536,0.03739208,0.6952054],"study_design_scores_gemma":[0.0000145859,0.0003983568,0.002811055,0.0003823076,0.00004330413,0.001211948,0.0001702504,0.0009307782,0.03058762,0.008029036,0.9553884,0.00003239095],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.03824085,0.8480939,0.01182092,0.006215412,0.002628182,0.0000299795,0.0001684355,0.0001432172,0.09265906],"genre_scores_gemma":[0.2400237,0.6839765,0.01645375,0.002164842,0.002770167,0.00003561564,0.0004578399,0.00005469807,0.0540629],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004381873,"threshold_uncertainty_score":0.01465881,"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."}}