{"id":"W4385376545","doi":"10.1007/s11661-023-07145-2","title":"The Reliability of Single-Step and Double-Step Quench and Partitioning Heat Treatments on an AISI 420A Low Carbon Martensitic Stainless Steel","year":2023,"lang":"en","type":"article","venue":"Metallurgical and Materials Transactions A","topic":"Microstructure and Mechanical Properties of Steels","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Politecnico di Milano","keywords":"Materials science; Martensite; Microstructure; Ultimate tensile strength; Ductility (Earth science); Austenite; Metallurgy; Elongation; Martensitic stainless steel; Quenching (fluorescence)","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":[0.0002411197,0.0002529373,0.0003002846,0.0002988273,0.000272103,0.0002043021,0.0002404965,0.0003317704,0.001214465],"category_scores_gemma":[0.0004525369,0.000182141,0.0001933484,0.0002316175,0.0002507958,0.0002009022,0.0001385469,0.0002108433,0.0002432748],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002826958,"about_ca_system_score_gemma":0.0001760491,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002033442,"about_ca_topic_score_gemma":0.005237994,"domain_scores_codex":[0.999768,0.00002019959,0.00001357107,0.00004546694,0.0001152495,0.00003760004],"domain_scores_gemma":[0.9995782,0.00006951192,0.00005871924,0.00004790113,0.0002158946,0.00002973829],"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":[0.0003169965,0.00002009214,0.001605413,0.00006520141,0.00001265896,0.00005534844,0.00009268732,0.0009538693,0.992462,0.00002562892,0.00006893404,0.004321259],"study_design_scores_gemma":[0.00001190154,0.001366564,0.0267693,0.000005971191,0.00002425742,0.00005667605,0.000162198,0.002950653,0.9677327,0.00001459615,0.0008900287,0.00001520257],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991779,0.0001200297,0.0003252791,0.000007768394,0.000006214869,0.00000578888,0.00005882271,0.00002595517,0.0002722836],"genre_scores_gemma":[0.9988822,0.00004910626,0.0003753569,0.00000420383,0.000001669071,0.000004862981,0.00005856549,0.000009477798,0.000614562],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002033442,"threshold_uncertainty_score":0.004062831,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01477162054580993,"score_gpt":0.2114160030218801,"score_spread":0.1966443824760702,"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."}}