{"id":"W4400477740","doi":"10.1016/j.jmrt.2024.07.037","title":"Quantification of δ-ferrite and austenite retention in laser-deposited martensitic stainless steel","year":2024,"lang":"en","type":"article","venue":"Journal of Materials Research and Technology","topic":"Additive Manufacturing Materials and Processes","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Austenite; Materials science; Ferrite (magnet); Martensite; Metallurgy; Microstructure; Beta ferrite; Bainite; Composite material","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":[0.0001841589,0.0001705832,0.0001633647,0.0003349086,0.0001295998,0.0002713561,0.0002680958,0.0003033159,0.0006087396],"category_scores_gemma":[0.0001876905,0.0002208654,0.0001579609,0.0002043578,0.0001674203,0.0001909082,0.00009547207,0.0001811173,0.0001716565],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003770456,"about_ca_system_score_gemma":0.0001925577,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002549625,"about_ca_topic_score_gemma":0.00503765,"domain_scores_codex":[0.9998826,0.000007135918,0.000006556322,0.00002988049,0.0000547616,0.00001913419],"domain_scores_gemma":[0.9998845,0.00002076105,0.0000294673,0.000009944519,0.00004148678,0.00001390478],"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":[0.00002916587,0.000003778624,0.0004069535,0.00001381361,0.000001739506,0.00001173736,0.00001423603,0.0001299041,0.9986394,0.00001448909,0.00000424553,0.0007304525],"study_design_scores_gemma":[0.000004572192,0.0001055482,0.0159556,0.000003165069,0.000007804755,0.00004992084,0.00002818457,0.002378826,0.9811308,0.00001411876,0.0003156704,0.000005789435],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9969506,0.0002666055,0.002249923,0.000004789791,0.000001926939,0.000007241126,0.0001019417,0.00004089724,0.0003759815],"genre_scores_gemma":[0.9960023,0.0001755851,0.002950568,0.000005260375,0.00000110618,0.00000782803,0.0001282197,0.00001160308,0.0007176698],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002549625,"threshold_uncertainty_score":0.005069613,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03613286705971339,"score_gpt":0.2981628675631299,"score_spread":0.2620300005034165,"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."}}