{"id":"W2080703619","doi":"10.1038/srep08780","title":"Spatio-temporal behaviour of atomic-scale tribo-ceramic films in adaptive surface engineered nano-materials","year":2015,"lang":"en","type":"article","venue":"Scientific Reports","topic":"Diamond and Carbon-based Materials Research","field":"Materials Science","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Russian Science Foundation; Russian Foundation for Basic Research","keywords":"Ceramic; Materials science; Nanotechnology; Nano-; Nanoscopic scale; Scale (ratio); Surface (topology); Atomic units; Computer science; Composite material; Physics; Mathematics; Geometry","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":[0.0000510514,0.0001173528,0.0001109891,0.0002107413,0.0001843794,0.0003711414,0.000216168,0.000205277,0.001891626],"category_scores_gemma":[0.0001903767,0.0001624817,0.00007435139,0.0001952494,0.0003091352,0.0002610805,0.0001368179,0.0004281907,0.0002165901],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002699204,"about_ca_system_score_gemma":0.0001098303,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007972578,"about_ca_topic_score_gemma":0.00103614,"domain_scores_codex":[0.9999527,0.000002384893,0.000001618528,0.00001498865,0.0000166095,0.00001168904],"domain_scores_gemma":[0.9998877,0.00002564822,0.00004005048,0.000008746766,0.0000167394,0.00002116775],"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":[0.00006119784,0.00002296325,0.00071866,0.00006597536,0.00001008981,0.0002893883,0.0001298157,0.000340674,0.995528,0.0003946853,0.0002327843,0.002205697],"study_design_scores_gemma":[0.00002020597,0.0001214333,0.02102331,0.00001613223,0.00002178577,0.0004083853,0.0002373777,0.008887753,0.9650657,0.0003090679,0.003862085,0.00002672981],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9925926,0.001056115,0.002572503,0.0001072982,0.00003676976,0.00001039547,0.0002822169,0.0001340155,0.003207948],"genre_scores_gemma":[0.9973779,0.0002761343,0.0009054717,0.00003046463,0.000009212713,0.0000101688,0.0001072253,0.00002099714,0.001262572],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001891626,"threshold_uncertainty_score":0.006328046,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02462177411904069,"score_gpt":0.2663179406849748,"score_spread":0.2416961665659342,"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."}}