{"id":"W2970065228","doi":"10.1115/ijtc2007-44218","title":"Studies on ZDDP Anti-Wear Films Formed Under the Different Conditions by XANES Spectroscopy, Atomic Force Microscopy and 31P NMR","year":2007,"lang":"en","type":"article","venue":"ASME/STLE 2007 International Joint Tribology Conference, Parts A and B","topic":"Lubricants and Their Additives","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"XANES; Materials science; Rubbing; Spectroscopy; X-ray photoelectron spectroscopy; Zinc; Analytical Chemistry (journal); Surface finish; Atomic force microscopy; Spectral line; Surface roughness; Chemistry; Chemical engineering; Composite material; Metallurgy; Nanotechnology; Organic 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001731064,0.000256311,0.0003255593,0.0001294199,0.0001915286,0.00007850284,0.0001384515,0.00009799517,0.000313295],"category_scores_gemma":[0.00003431197,0.0001721719,0.00005815288,0.00005497186,0.0004473868,0.0001077245,0.00006773061,0.0002287799,0.00002401623],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005099595,"about_ca_system_score_gemma":0.00002081253,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000136269,"about_ca_topic_score_gemma":0.00006418931,"domain_scores_codex":[0.9988484,0.00003096084,0.0003338549,0.0002745797,0.0001583197,0.0003538796],"domain_scores_gemma":[0.9992535,0.0003498193,0.00008578743,0.0001332342,0.00008522964,0.00009246036],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0003283184,0.0005944608,0.01628781,0.0001320232,0.00340329,0.00009657865,0.004112897,0.0002286887,0.383261,0.4374844,0.1522925,0.001777958],"study_design_scores_gemma":[0.00734112,0.001270117,0.280498,0.0006302759,0.0003698823,0.0005241779,0.01080616,0.01060476,0.5638306,0.07473268,0.04722176,0.002170516],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9902753,0.0005998761,0.002343087,0.001156961,0.0009246445,0.0002371573,0.0003073578,0.0000807956,0.004074819],"genre_scores_gemma":[0.9970214,0.001217137,0.00007844614,0.0004661984,0.0001360906,0.00002876533,0.0001152866,0.00001986074,0.0009168223],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3627517,"threshold_uncertainty_score":0.7020965,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02304421416986886,"score_gpt":0.2898720243143456,"score_spread":0.2668278101444767,"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."}}