{"id":"W2011451461","doi":"10.1007/s11249-008-9297-2","title":"The Effect of Steel Hardness on the Performance of ZDDP Antiwear Films: A Multi-Technique Approach","year":2008,"lang":"en","type":"article","venue":"Tribology Letters","topic":"Lubricants and Their Additives","field":"Engineering","cited_by":24,"is_retracted":false,"has_abstract":false,"ca_institutions":"Kinectrics (Canada); Western University","funders":"","keywords":"Nanoindentation; Materials science; XANES; Scanning electron microscope; Rubbing; Tribology; Focused ion beam; Composite material; Substrate (aquarium); Metallurgy; Vickers hardness test; X-ray photoelectron spectroscopy; Spectroscopy; Chemical engineering; Microstructure; Ion; Chemistry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002932232,0.0004156854,0.000519779,0.0003630217,0.0002474505,0.0004251942,0.0004352221,0.0004053135,0.002085782],"category_scores_gemma":[0.0005312405,0.0003543502,0.0003279083,0.0004114123,0.0002241683,0.0004976452,0.0002896097,0.0005501849,0.0003574486],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001890579,"about_ca_system_score_gemma":0.000118366,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005385022,"about_ca_topic_score_gemma":0.00114957,"domain_scores_codex":[0.999719,0.00002895104,0.00001969829,0.0000506626,0.0001314489,0.00005025291],"domain_scores_gemma":[0.9995224,0.0002030539,0.00008796517,0.00005923814,0.0001125077,0.00001482317],"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":[0.0001222038,0.00002240714,0.0002234996,0.00006399531,0.00001066787,0.00003797187,0.00003230471,0.0001944198,0.9960942,0.00002818651,0.00002499421,0.003145101],"study_design_scores_gemma":[0.000005622065,0.0004089432,0.00218142,0.000002207254,0.00002288902,0.00003421498,0.00002369403,0.001483753,0.9955852,0.00001155027,0.0002342562,0.000006231824],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9932356,0.001194861,0.003875536,0.00005666592,0.00003343946,0.00002852136,0.0001193665,0.00005511106,0.001400966],"genre_scores_gemma":[0.9938501,0.0007332891,0.003363102,0.00002356866,0.00001806373,0.00002030123,0.00008146763,0.00004574428,0.001864326],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002085782,"threshold_uncertainty_score":0.006977618,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01117901063089033,"score_gpt":0.2002622758449292,"score_spread":0.1890832652140389,"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."}}