{"id":"W4398187749","doi":"10.2139/ssrn.4835869","title":"Influence of Die Quench Temperature on Microstructure and Mechanical Properties of Hot-Stamped 22mnb5 and 37mnb5 Boron Steels","year":2024,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Metal Alloys Wear and Properties","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Windsor","funders":"","keywords":"Microstructure; Materials science; Die (integrated circuit); Boron; Metallurgy; Composite material; Nanotechnology; Nuclear physics; Physics","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":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.001567306,0.0004165398,0.0007389532,0.000156422,0.0001233002,0.0001942437,0.0004371353,0.0004256938,0.0000204501],"category_scores_gemma":[0.0001307624,0.0002663737,0.0001317061,0.00007941619,0.0003179733,0.0001246743,0.0006346094,0.003397404,0.000004488566],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001784568,"about_ca_system_score_gemma":0.001859369,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003087125,"about_ca_topic_score_gemma":0.0003511176,"domain_scores_codex":[0.9969932,0.0002519467,0.0006752884,0.0005410772,0.0004920394,0.001046385],"domain_scores_gemma":[0.9989261,0.0000375928,0.0003829544,0.00033338,0.0002115613,0.000108388],"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":[0.0004308901,0.00002636277,0.00003141742,0.0008837099,0.0001237907,0.000005349618,0.0009143535,0.0002543095,0.991404,0.005139217,0.00001071922,0.0007758645],"study_design_scores_gemma":[0.0004169571,0.0009603452,0.0005793922,0.001809875,0.0001873502,0.0004126967,0.0008946791,0.00002822011,0.8889018,0.1052808,0.00009882521,0.0004290171],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9415376,0.05746733,0.000003578288,0.0002724721,0.0002895134,0.0003085944,0.0000630987,0.00002463537,0.0000331423],"genre_scores_gemma":[0.9874926,0.01163623,0.00009632404,0.00005388105,0.0001491842,0.000009806461,0.000002994759,0.00004092907,0.0005181006],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1025022,"threshold_uncertainty_score":0.9999788,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0101551199446688,"score_gpt":0.2267552188228157,"score_spread":0.2166000988781469,"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."}}