{"id":"W4318777136","doi":"10.5539/jmsr.v11n2p23","title":"Applying Thermo-Reactive Diffusion Method to Surface Coating of H13 Tool Steel Using Ferrovanadium, Ferrochromium, and Misch Metal","year":2023,"lang":"en","type":"article","venue":"Journal of Materials Science Research","topic":"Advanced materials and composites","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Materials science; Coating; Ferrochrome; Metallurgy; Indentation hardness; Hardness; Microstructure; Vanadium carbide; Carbide; Borax; Tool steel; Ferroalloy; Composite material; Alloy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007201349,0.0001386386,0.0004338741,0.0005040286,0.0002860586,0.0002245733,0.000418155,0.00004953906,0.00003700257],"category_scores_gemma":[0.0003083525,0.0001112166,0.00003686818,0.001017836,0.0001647587,0.0005361277,0.0003208913,0.0001697355,0.000006340438],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001485846,"about_ca_system_score_gemma":0.0001374553,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007663968,"about_ca_topic_score_gemma":0.000002277556,"domain_scores_codex":[0.99756,0.0002154343,0.0005381607,0.0002031458,0.0009478321,0.0005354829],"domain_scores_gemma":[0.9987052,0.0003388748,0.00015094,0.0001673046,0.000463358,0.000174301],"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":[0.00006043458,0.00001126481,0.00002404796,0.0001013359,0.00001311897,0.00001537523,0.0004314994,0.02704513,0.9710853,0.00006401933,0.00001124778,0.001137229],"study_design_scores_gemma":[0.0002089516,0.0001165328,0.00122521,0.0001902258,0.000009950408,0.00006510669,0.0009670973,0.008093176,0.9886419,0.0003084632,0.00005479051,0.0001185763],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9945248,0.00009632793,0.004561623,0.00003537473,0.000341866,0.0003148477,0.00001387662,0.00002553554,0.00008569239],"genre_scores_gemma":[0.9640284,0.00005352937,0.03576004,0.000004793991,0.0001039056,0.000006875526,4.702198e-7,0.00002486987,0.00001715887],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03119841,"threshold_uncertainty_score":0.453528,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07706749639275934,"score_gpt":0.3947783965043798,"score_spread":0.3177109001116205,"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."}}