{"id":"W4391676128","doi":"10.1002/9781394207305.ch13","title":"Nano‐powder Coatings","year":2024,"lang":"en","type":"other","venue":"","topic":"Tribology and Wear Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Nano-; Materials science; Composite material","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00001982082,0.0001075785,0.0001393246,0.0001374572,0.000003971337,0.00000995054,0.0000581291,0.0002242855,0.02172979],"category_scores_gemma":[0.000002126841,0.00008974098,0.00006958728,0.00008818694,0.00001296888,0.000005262512,0.00001171957,0.0001274322,0.01192449],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007238207,"about_ca_system_score_gemma":0.00000274545,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005135095,"about_ca_topic_score_gemma":0.0001426816,"domain_scores_codex":[0.9996994,0.000003294491,0.00006094488,0.0001004796,0.00004087734,0.00009507397],"domain_scores_gemma":[0.9998449,0.000005027613,0.000006106759,0.0001213616,0.000002178001,0.00002044503],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[6.735377e-8,9.980076e-7,0.000007101731,0.00006850899,0.0001343979,0.000005368664,0.00001043054,0.00001555103,0.0001151323,0.0004392726,0.998949,0.0002541817],"study_design_scores_gemma":[0.00002209803,0.00000156324,0.000001241552,0.00003658683,0.00007244312,0.000001653415,0.000005367254,0.0002009685,0.0002834205,0.0001357646,0.999125,0.0001138601],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000003137345,0.003458266,0.0006711895,0.00003102088,0.000427651,0.00002575563,0.00001067677,0.001463588,0.9939087],"genre_scores_gemma":[0.002659333,0.0001069158,0.0002118222,0.0000497799,0.0001871689,0.000004236688,0.00001222575,0.0003756645,0.9963928],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.009805293,"threshold_uncertainty_score":0.9888448,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004938526885606436,"score_gpt":0.2065369086944974,"score_spread":0.201598381808891,"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."}}