{"id":"W2976418248","doi":"10.3390/coatings9100617","title":"Single Particle Erosion Behavior of NiTi-Based Nanolaminates and Superelastic NiTi Monolayer Coatings","year":2019,"lang":"en","type":"article","venue":"Coatings","topic":"Metal and Thin Film Mechanics","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Nickel titanium; Materials science; Metallurgy; Coating; Annealing (glass); Intermetallic; Austenite; Composite material; Shape-memory alloy; Microstructure; Alloy","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0001400692,0.000149222,0.0002132403,0.0000429457,0.00004179604,0.00002944508,0.00008987213,0.00008210108,0.0001350923],"category_scores_gemma":[0.00007501847,0.000143539,0.00004230624,0.000123633,0.00002344779,0.0001263869,0.00004191496,0.0001216084,0.00006254962],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001871651,"about_ca_system_score_gemma":0.000008571535,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002723868,"about_ca_topic_score_gemma":0.000003894994,"domain_scores_codex":[0.9991785,0.00001887489,0.0002583677,0.0001650285,0.0001566779,0.0002226056],"domain_scores_gemma":[0.9995702,0.00008385609,0.00005202461,0.0001638834,0.00006025385,0.00006978075],"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":[0.000005168915,0.00004754133,0.01014269,0.0001595994,0.000003288229,0.000001769252,0.0002873293,0.00006958879,0.9879341,0.0002850732,0.00003622498,0.001027637],"study_design_scores_gemma":[0.000488655,0.0001873707,0.002076385,0.0001278892,0.00003576273,0.000004131832,0.0001260017,0.03504688,0.9614984,0.0001209852,0.0001069207,0.0001806044],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980653,0.0001524531,0.0007410824,0.0000106855,0.0003315677,0.0002033845,0.000009175106,0.0001457636,0.0003405718],"genre_scores_gemma":[0.9985471,0.000005492624,0.001118005,0.0000344579,0.00001524822,0.00002151613,0.000007249645,0.00003659306,0.000214331],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03497729,"threshold_uncertainty_score":0.585335,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01388820486173744,"score_gpt":0.1939474105076136,"score_spread":0.1800592056458761,"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."}}