{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002220987,0.0001624521,0.0002915999,0.00003413706,0.0001929582,0.0001111734,0.00004357384,0.00009213911,0.00004134414],"category_scores_gemma":[0.000005026599,0.0001102649,0.00003358246,0.00007548332,0.0001143036,0.0000930258,0.00001003623,0.00007533535,0.000001595841],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001858274,"about_ca_system_score_gemma":0.000005282429,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002394486,"about_ca_topic_score_gemma":0.00010486,"domain_scores_codex":[0.9990847,0.00006226051,0.0002875581,0.0002331964,0.000106314,0.0002259307],"domain_scores_gemma":[0.9996014,0.0000703389,0.00002005252,0.0001650496,0.00003123192,0.0001119303],"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":[0.0005796798,0.0001458604,0.000005910215,0.000616184,0.0001974776,0.00002909119,0.00040444,0.004611511,0.9851328,0.000769797,0.00001158449,0.007495703],"study_design_scores_gemma":[0.009598838,0.002905437,0.007557849,0.0007199877,0.001180064,0.0003280212,0.00196505,0.07437346,0.887818,0.00253084,0.009398288,0.001624156],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980179,0.0002059474,0.0008948465,0.0001130357,0.0002066655,0.0002836736,0.00004502919,0.0001071227,0.0001257929],"genre_scores_gemma":[0.9990103,0.0005928992,0.0001151144,0.00001588415,0.00002435158,0.00004195255,0.0000117813,0.00001923027,0.000168515],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09731475,"threshold_uncertainty_score":0.4496472,"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."}}