{"id":"W4286717424","doi":"10.4028/p-g1d558","title":"Imprinting of Micro-/Nano-Textures onto Metals and Alloys with Use of the Laser-Printed DLC-Die","year":2022,"lang":"en","type":"article","venue":"Key engineering materials","topic":"Nanofabrication and Lithography Techniques","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre For Cold Ocean Resources Engineering","funders":"","keywords":"Materials science; Profilometer; Embossing; Nano-; Emblem; Optics; Composite material; Surface finish","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":[0.0001094206,0.000264641,0.0001772413,0.0003613919,0.0001531936,0.0002299902,0.0003750864,0.0002783278,0.001556343],"category_scores_gemma":[0.0002462059,0.0002081332,0.0001781111,0.0001962291,0.0001978802,0.0002059245,0.0002698499,0.0005269676,0.0006431444],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002236201,"about_ca_system_score_gemma":0.000192898,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002504326,"about_ca_topic_score_gemma":0.001078892,"domain_scores_codex":[0.9998435,0.000007408492,0.000008294657,0.00004107131,0.00007617666,0.00002354865],"domain_scores_gemma":[0.9997725,0.00004924467,0.0000378378,0.00007268284,0.00004747553,0.0000203975],"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":[0.00001608458,0.00001255428,0.0001540217,0.00004994218,0.000002454756,0.00008751987,0.00002429329,0.0002727095,0.9909351,0.0002637098,0.00008914269,0.008092451],"study_design_scores_gemma":[0.000002214118,0.00002886173,0.000673686,0.000002348749,0.000001919977,0.0001242956,0.00001041454,0.001119074,0.9962842,0.00002530425,0.001723228,0.000004520813],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8947414,0.0008151223,0.09085822,0.000146177,0.0001418855,0.0001407177,0.0003917607,0.0006886313,0.01207618],"genre_scores_gemma":[0.8290834,0.0004393763,0.1606754,0.0001264844,0.00003006873,0.00009531611,0.0003280796,0.000117436,0.009104466],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001556343,"threshold_uncertainty_score":0.005206466,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007182409538672932,"score_gpt":0.1798194654130008,"score_spread":0.1726370558743279,"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."}}