{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002120911,0.0003189539,0.0002480118,0.0003362645,0.0001555672,0.0001872494,0.0004220868,0.0002787279,0.001032713],"category_scores_gemma":[0.0002140879,0.0002649359,0.0002962914,0.0002396119,0.0001797621,0.0001490113,0.0001663159,0.0003125008,0.0003022412],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002646021,"about_ca_system_score_gemma":0.0002191299,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001649942,"about_ca_topic_score_gemma":0.005458107,"domain_scores_codex":[0.9998047,0.00001641433,0.00001220591,0.00004959984,0.00008526869,0.00003190713],"domain_scores_gemma":[0.9998411,0.00002941167,0.00003841856,0.00002034999,0.00005709039,0.00001359146],"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":[0.00001517797,0.000004668806,0.00008485347,0.00004932778,0.000003610638,0.00002450178,0.00001244737,0.0000305794,0.9978466,0.00003095967,0.00002038965,0.001876876],"study_design_scores_gemma":[0.000003626174,0.00007900283,0.0009339923,0.000002378446,0.000007845603,0.00007840117,0.000009132385,0.0004613167,0.9977052,0.000006505561,0.000709337,0.000003315426],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9597844,0.001973502,0.03457386,0.00007454547,0.00007107523,0.00009070153,0.0001374104,0.0001919932,0.003102496],"genre_scores_gemma":[0.9596765,0.001069914,0.03563372,0.00004776628,0.000009471195,0.00002351694,0.0001710045,0.00004567237,0.003322381],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001649942,"threshold_uncertainty_score":0.003454745,"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."}}