{"id":"W3163565125","doi":"10.1007/s11663-021-02180-z","title":"Kinetics of Decarburization and Manganese Loss from Fe–15Mn–1C Alloy by Bubbling of Argon–Oxygen Gas Mixtures","year":2021,"lang":"en","type":"article","venue":"Metallurgical and Materials Transactions B","topic":"Metallurgical Processes and Thermodynamics","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University; McMaster University","funders":"","keywords":"Decarburization; Manganese; Oxygen; Carbon fibers; Chemistry; Alloy; Mass transfer coefficient; Mass transfer; Bubble; Materials science; Analytical Chemistry (journal); Metallurgy; Environmental chemistry; Composite material; Chromatography","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":[0.0003487247,0.0003379242,0.0003570915,0.0002166021,0.0002140073,0.0003012435,0.0005036084,0.0003280024,0.002347401],"category_scores_gemma":[0.0005506169,0.0001958959,0.0002143007,0.0001738489,0.000313464,0.0003865794,0.0001599324,0.0004648963,0.0003833815],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005874478,"about_ca_system_score_gemma":0.0003076873,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004981067,"about_ca_topic_score_gemma":0.005514136,"domain_scores_codex":[0.9997652,0.00002667918,0.00001447117,0.00005024507,0.00007158748,0.00007181519],"domain_scores_gemma":[0.9997647,0.0001038463,0.00004842547,0.00002284771,0.00003790374,0.00002223777],"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":[0.002380101,0.00006657971,0.001657303,0.0001660063,0.00003034368,0.0001235328,0.0002077656,0.0009582445,0.9890554,0.0004687271,0.0003011466,0.004584784],"study_design_scores_gemma":[0.00002137796,0.0002531908,0.003175133,0.000004889762,0.000008910487,0.00005201272,0.00004372073,0.004931666,0.9904964,0.00003569621,0.000967921,0.000009122368],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968287,0.0004121263,0.0008081348,0.00006658262,0.00001490213,0.0000128962,0.0002301559,0.00007636275,0.001550082],"genre_scores_gemma":[0.997985,0.0001648526,0.0003472566,0.00001116705,0.000003377862,0.000004796722,0.0001847856,0.00001124843,0.001287545],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004981067,"threshold_uncertainty_score":0.009904146,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005243562069379183,"score_gpt":0.1864205434336311,"score_spread":0.1811769813642519,"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."}}