{"id":"W1511770917","doi":"10.5539/mas.v9n6p64","title":"Obtaining Hardened Layers of Heat-Resistant Steels by Plasma-Welding Deposition of Congeneric Materials","year":2015,"lang":"en","type":"article","venue":"Modern Applied Science","topic":"Surface Treatment and Coatings","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Ministry of Education and Science of the Russian Federation","keywords":"Materials science; Welding; Plasma; Hardening (computing); Deposition (geology); Layer (electronics); Polarity (international relations); Metallurgy; Composite material; Chemistry","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":[0.0001919332,0.0004856553,0.0002576922,0.000429975,0.0001544253,0.0002095573,0.0003560849,0.0002717089,0.001325564],"category_scores_gemma":[0.0003989241,0.0002574884,0.0003102953,0.0001742875,0.00013679,0.0002657606,0.0002428336,0.0003306596,0.0003061987],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001168092,"about_ca_system_score_gemma":0.0000964054,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001744623,"about_ca_topic_score_gemma":0.0005589949,"domain_scores_codex":[0.9998468,0.00001459034,0.00001198969,0.00003385243,0.00007218154,0.00002047062],"domain_scores_gemma":[0.9998037,0.0000325659,0.00006361396,0.0000437171,0.00004003627,0.00001631488],"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":[0.00001892753,0.000004995353,0.00009174328,0.00005941337,0.000007237436,0.00003774383,0.00001607163,0.00008325915,0.9983079,0.00003731955,0.00001234073,0.001322987],"study_design_scores_gemma":[0.000003286787,0.0001446729,0.001878647,0.00000410642,0.00001798758,0.0002231779,0.00001296513,0.0002316822,0.9966439,0.00001784852,0.0008182034,0.000003535519],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9842294,0.001243543,0.01201092,0.00002566311,0.00002854339,0.00004464586,0.00007889694,0.00009856927,0.002239766],"genre_scores_gemma":[0.9820956,0.0007445937,0.01437627,0.0000190493,0.00001116282,0.0000149901,0.0001285156,0.00004512659,0.002564725],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001325564,"threshold_uncertainty_score":0.004434526,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01833204283858803,"score_gpt":0.2143575430679326,"score_spread":0.1960255002293445,"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."}}