{"id":"W4285099416","doi":"10.18280/jesa.550311","title":"The Effect of Multi-Walled Carbon Nanotubes Additives on the Tribological Properties of Austempered AISI 4340 Steel","year":2022,"lang":"en","type":"article","venue":"Journal Européen des Systèmes Automatisés","topic":"Lubricants and Their Additives","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Materials science; Austempering; Tribology; Lubricant; Metallurgy; Base oil; Carbon nanotube; Austenite; Composite material; Microstructure; Bainite; Scanning electron microscope","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":[0.001115775,0.0002766476,0.0005295734,0.0001086339,0.0006300134,0.00007757585,0.0005941016,0.00004627946,0.0001426298],"category_scores_gemma":[0.0006266318,0.0001256994,0.0002461737,0.000272417,0.0003348594,0.00008211456,0.0001578351,0.0005171787,0.000003993924],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001355527,"about_ca_system_score_gemma":0.00004228054,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001632715,"about_ca_topic_score_gemma":0.000003681772,"domain_scores_codex":[0.9969055,0.00135915,0.0006607586,0.0001534365,0.0005708218,0.000350324],"domain_scores_gemma":[0.9978885,0.001343336,0.0003107594,0.0002965732,0.00008981119,0.00007104415],"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":[0.002114217,0.0007247977,0.004103201,0.001877592,0.00496393,0.0003726745,0.01641222,0.06096436,0.6321449,0.003553668,0.006948152,0.2658203],"study_design_scores_gemma":[0.006761631,0.00980156,0.3724793,0.002561767,0.0004697672,0.001455759,0.009781548,0.1995007,0.3875895,0.0005107023,0.007697382,0.00139043],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9939149,0.003415867,0.00001936388,0.00008938027,0.0004495679,0.0004800515,0.00008566917,0.000118703,0.001426504],"genre_scores_gemma":[0.9990104,0.0003075467,0.00003738521,0.00001143532,0.00008909059,0.00008706335,0.000001659241,0.00004879159,0.0004065713],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3683761,"threshold_uncertainty_score":0.5125874,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02024286810041304,"score_gpt":0.2219676113376167,"score_spread":0.2017247432372037,"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."}}