{"id":"W3157079717","doi":"10.3389/fmech.2021.671457","title":"XANES Study of Tribofilm Formation With Low Phosphorus Additive Mixtures of Phosphonium Ionic Liquid and Borate Ester","year":2021,"lang":"en","type":"article","venue":"Frontiers in Mechanical Engineering","topic":"Lubricants and Their Additives","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Argonne National Laboratory; Natural Sciences and Engineering Research Council of Canada; Canadian Institutes of Health Research; University of Saskatchewan; Canadian Light Source","keywords":"Phosphonium; Phosphorus; XANES; Chemistry; Ionic liquid; Boron; Inorganic chemistry; Phosphate; Nuclear chemistry; Organic chemistry; Catalysis; Spectroscopy","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.0001903556,0.0003074469,0.000205002,0.0002362669,0.0001807676,0.0002053483,0.0002137342,0.0003260063,0.0008243651],"category_scores_gemma":[0.000224998,0.0001516825,0.0002309729,0.0002351085,0.0001402678,0.0003342996,0.0001321158,0.0003827539,0.0001796119],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001754476,"about_ca_system_score_gemma":0.0001176581,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006709699,"about_ca_topic_score_gemma":0.0009641557,"domain_scores_codex":[0.9998155,0.00002652564,0.00001082271,0.00003929405,0.0000758853,0.00003195797],"domain_scores_gemma":[0.9998922,0.00002326361,0.00003520914,0.000004740048,0.00003133819,0.00001320917],"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":[0.00005752916,0.000008403873,0.0001392796,0.00002994204,0.000002995382,0.0000341265,0.00001749034,0.0000371506,0.9990491,0.00001952586,0.000009774395,0.0005947456],"study_design_scores_gemma":[0.000004788292,0.0001551397,0.001374473,0.000003236591,0.000007624957,0.00006022218,0.0000292959,0.0006119202,0.9972282,0.000007498636,0.0005143794,0.000003318161],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968241,0.0006878656,0.00167383,0.00002276444,0.00001219376,0.00001430089,0.0001017881,0.00002127796,0.0006417488],"genre_scores_gemma":[0.9951016,0.0005290163,0.002956115,0.00002044437,0.000006212194,0.00002186269,0.0001316984,0.00001564604,0.001217426],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0008243651,"threshold_uncertainty_score":0.002757788,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002858911164517912,"score_gpt":0.1703209438467766,"score_spread":0.1674620326822587,"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."}}