{"id":"W3130981149","doi":"10.21203/rs.3.rs-210447/v1","title":"Tribological interaction of plasma functionalized CaCO3 nanoparticles with zinc and ashless dithiophosphate additives","year":2021,"lang":"en","type":"preprint","venue":"Research Square","topic":"Lubricants and Their Additives","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Argonne National Laboratory; Canadian Institutes of Health Research; Natural Sciences and Engineering Research Council of Canada; University of Texas at Arlington; University of Saskatchewan; Canadian Light Source","keywords":"Tribology; Zinc; Nanoparticle; Plasma; Materials science; Chemical engineering; Chemistry; Metallurgy; Nanotechnology; Engineering; Physics","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004757046,0.0002766674,0.0004864474,0.0002175989,0.0001325382,0.0001730661,0.0001794367,0.0002263388,0.00127115],"category_scores_gemma":[0.0002635706,0.0002128386,0.00009560842,0.0003157114,0.0003596709,0.0001815404,0.000413718,0.001044836,0.0000147915],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001255235,"about_ca_system_score_gemma":0.0001354752,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001066957,"about_ca_topic_score_gemma":0.0001383698,"domain_scores_codex":[0.9977725,0.0003304905,0.0003105684,0.0004836291,0.0006548945,0.0004479636],"domain_scores_gemma":[0.9981498,0.0007873013,0.00007358659,0.0003222297,0.0004902862,0.0001767653],"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":[0.01218196,0.004966538,0.04003339,0.03598937,0.01216721,0.002391116,0.03458792,0.1040247,0.3799125,0.01692107,0.02308321,0.333741],"study_design_scores_gemma":[0.009760864,0.002780323,0.3286027,0.02095741,0.0004343628,0.0004872939,0.03139031,0.03326979,0.4572707,0.005601668,0.1050289,0.004415738],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9943344,0.001994374,0.000386977,0.00009406122,0.0002725994,0.0004437462,0.0005274339,0.000132283,0.001814112],"genre_scores_gemma":[0.9964575,0.001920604,0.000500656,0.000004147607,0.0001525213,0.000218755,0.0003864458,0.00004794779,0.0003113866],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3293253,"threshold_uncertainty_score":0.9996418,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05596385987131641,"score_gpt":0.3327246156972382,"score_spread":0.2767607558259218,"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."}}